diff --git "a/measurement.json" "b/measurement.json"
new file mode 100644--- /dev/null
+++ "b/measurement.json"
@@ -0,0 +1,124871 @@
+{
+    "measurement": {
+        "model.layers.0.self_attn": [
+            {
+                "accuracy": 0.8245537532003302,
+                "total_bits": 133692416,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.8445951311211837,
+                "total_bits": 137624576,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.8559452232561613,
+                "total_bits": 141915264,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9178308248519897,
+                "total_bits": 167308544,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9198155591362401,
+                "total_bits": 197778944,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.920250227576808,
+                "total_bits": 197944704,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 64,
+                        "3": 64
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9499668478965759,
+                "total_bits": 254402048,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.950263544132835,
+                "total_bits": 254567808,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9539893363651476,
+                "total_bits": 256707328,
+                "q_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9572614525493822,
+                "total_bits": 260323328,
+                "q_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9592189757447493,
+                "total_bits": 260859264,
+                "q_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.962250596598575,
+                "total_bits": 262998784,
+                "q_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9641970960717452,
+                "total_bits": 267385856,
+                "q_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 64
+                    },
+                    "bits": [
+                        5
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.967038443214015,
+                "total_bits": 271333376,
+                "q_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 32
+                    },
+                    "bits": [
+                        5
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.980112053846058,
+                "total_bits": 328326656,
+                "q_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9834806793614438,
+                "total_bits": 334247936,
+                "q_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.986845831337728,
+                "total_bits": 380231168,
+                "q_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9897628206955759,
+                "total_bits": 396638208,
+                "q_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "8": 32
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9965616143063495,
+                "total_bits": 506060288,
+                "q_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            }
+        ],
+        "model.layers.0.mlp": [
+            {
+                "accuracy": 0.9563115960673282,
+                "total_bits": 949080864,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        6,
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.2,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.95726940506383,
+                "total_bits": 984470304,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        6,
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.2,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9682950283351698,
+                "total_bits": 1098596352,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.3,
+                        0.7
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        5,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9743802312173342,
+                "total_bits": 1232945152,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.3,
+                        0.7
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9793137186451962,
+                "total_bits": 1389202864,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        8,
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9810177244638142,
+                "total_bits": 1428217344,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        8,
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9865056746884396,
+                "total_bits": 1535687344,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9879946983174274,
+                "total_bits": 1755980848,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9895644258511694,
+                "total_bits": 1781882368,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9896206596964284,
+                "total_bits": 1806667184,
+                "gate_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9910287370807246,
+                "total_bits": 1845681664,
+                "gate_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        8,
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9946834154819187,
+                "total_bits": 2224131504,
+                "gate_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        8,
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9955020582205371,
+                "total_bits": 2263145984,
+                "gate_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        8,
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.996811619126483,
+                "total_bits": 2577632688,
+                "gate_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9973384100747736,
+                "total_bits": 2662414208,
+                "gate_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.15,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9986813323278176,
+                "total_bits": 2902275968,
+                "gate_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9989386398933435,
+                "total_bits": 3411883904,
+                "gate_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            }
+        ],
+        "model.layers.1.self_attn": [
+            {
+                "accuracy": 0.988302900602943,
+                "total_bits": 133692416,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9905062984479102,
+                "total_bits": 137624576,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9916013181209564,
+                "total_bits": 141915264,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9949206674569532,
+                "total_bits": 167308544,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9950341970512742,
+                "total_bits": 197778944,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9951762835446157,
+                "total_bits": 197944704,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 64,
+                        "3": 64
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9962760723735157,
+                "total_bits": 254402048,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9964473169100913,
+                "total_bits": 254567808,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9967755436113006,
+                "total_bits": 256707328,
+                "q_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.996885295761259,
+                "total_bits": 260323328,
+                "q_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9975770458971199,
+                "total_bits": 260859264,
+                "q_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9977659855626131,
+                "total_bits": 262998784,
+                "q_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9977705312010489,
+                "total_bits": 267385856,
+                "q_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 64
+                    },
+                    "bits": [
+                        5
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9979675351396987,
+                "total_bits": 271333376,
+                "q_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 32
+                    },
+                    "bits": [
+                        5
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9987491480025806,
+                "total_bits": 328326656,
+                "q_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9989446534922248,
+                "total_bits": 334247936,
+                "q_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9990029462466115,
+                "total_bits": 380231168,
+                "q_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9993957040439311,
+                "total_bits": 396638208,
+                "q_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "8": 32
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9996581444712845,
+                "total_bits": 506060288,
+                "q_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            }
+        ],
+        "model.layers.1.mlp": [
+            {
+                "accuracy": 0.9829296595171878,
+                "total_bits": 949080864,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        6,
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.2,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9869090263780794,
+                "total_bits": 984470304,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        6,
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.2,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9868348946696833,
+                "total_bits": 1098596352,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.3,
+                        0.7
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        5,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9868451921563399,
+                "total_bits": 1232945152,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.3,
+                        0.7
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9942301950956646,
+                "total_bits": 1389202864,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        8,
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9949423745274544,
+                "total_bits": 1428217344,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        8,
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9949412200795976,
+                "total_bits": 1535687344,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9958790423054444,
+                "total_bits": 1755980848,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9963230973011569,
+                "total_bits": 1781882368,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9971249550580978,
+                "total_bits": 1806667184,
+                "gate_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9975961901639637,
+                "total_bits": 1845681664,
+                "gate_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        8,
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9984839626244808,
+                "total_bits": 2224131504,
+                "gate_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        8,
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9987170668809038,
+                "total_bits": 2263145984,
+                "gate_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        8,
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9987618561441961,
+                "total_bits": 2577632688,
+                "gate_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9990816169271344,
+                "total_bits": 2662414208,
+                "gate_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.15,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.999081648396034,
+                "total_bits": 2902275968,
+                "gate_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9993409968324398,
+                "total_bits": 3411883904,
+                "gate_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            }
+        ],
+        "model.layers.2.self_attn": [
+            {
+                "accuracy": 0.9743436261227256,
+                "total_bits": 133692416,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9781584520088998,
+                "total_bits": 137624576,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9791680637158846,
+                "total_bits": 141915264,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9880579576680535,
+                "total_bits": 167308544,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9882836733993731,
+                "total_bits": 197778944,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9884295071426191,
+                "total_bits": 197944704,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 64,
+                        "3": 64
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9929624584160353,
+                "total_bits": 254402048,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9931319097155019,
+                "total_bits": 254567808,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9936175636555019,
+                "total_bits": 256707328,
+                "q_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9939727943978811,
+                "total_bits": 260323328,
+                "q_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9941322885845837,
+                "total_bits": 260859264,
+                "q_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9945276238416371,
+                "total_bits": 262998784,
+                "q_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9948258513682767,
+                "total_bits": 267385856,
+                "q_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 64
+                    },
+                    "bits": [
+                        5
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9952421384422403,
+                "total_bits": 271333376,
+                "q_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 32
+                    },
+                    "bits": [
+                        5
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.997135327834832,
+                "total_bits": 328326656,
+                "q_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9975952584492532,
+                "total_bits": 334247936,
+                "q_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9981360896245429,
+                "total_bits": 380231168,
+                "q_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9986797764309143,
+                "total_bits": 396638208,
+                "q_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "8": 32
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9994522966934662,
+                "total_bits": 506060288,
+                "q_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            }
+        ],
+        "model.layers.2.mlp": [
+            {
+                "accuracy": 0.9719531128281041,
+                "total_bits": 949080864,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        6,
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.2,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.97615815463819,
+                "total_bits": 984470304,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        6,
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.2,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9763143109647852,
+                "total_bits": 1098596352,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.3,
+                        0.7
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        5,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9776215772879752,
+                "total_bits": 1232945152,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.3,
+                        0.7
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9903462458597986,
+                "total_bits": 1389202864,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        8,
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9911506779884037,
+                "total_bits": 1428217344,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        8,
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9910509602019661,
+                "total_bits": 1535687344,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9929904757361663,
+                "total_bits": 1755980848,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9938603121983377,
+                "total_bits": 1781882368,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9952671265131549,
+                "total_bits": 1806667184,
+                "gate_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9959808278240656,
+                "total_bits": 1845681664,
+                "gate_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        8,
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.997539484971448,
+                "total_bits": 2224131504,
+                "gate_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        8,
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9979211927244538,
+                "total_bits": 2263145984,
+                "gate_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        8,
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.998020628957372,
+                "total_bits": 2577632688,
+                "gate_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9986987765878439,
+                "total_bits": 2662414208,
+                "gate_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.15,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9987539037277824,
+                "total_bits": 2902275968,
+                "gate_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9990751648223714,
+                "total_bits": 3411883904,
+                "gate_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            }
+        ],
+        "model.layers.3.self_attn": [
+            {
+                "accuracy": 0.9592524390471608,
+                "total_bits": 133692416,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9650723996915316,
+                "total_bits": 137624576,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9668205066731101,
+                "total_bits": 141915264,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9804276996537259,
+                "total_bits": 167308544,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9814971120733964,
+                "total_bits": 197778944,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9816946575516149,
+                "total_bits": 197944704,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 64,
+                        "3": 64
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9883490463620738,
+                "total_bits": 254402048,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9885506096639132,
+                "total_bits": 254567808,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9893593733247957,
+                "total_bits": 256707328,
+                "q_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.990003344259764,
+                "total_bits": 260323328,
+                "q_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9906862903582422,
+                "total_bits": 260859264,
+                "q_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9913230710907986,
+                "total_bits": 262998784,
+                "q_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9917156217913878,
+                "total_bits": 267385856,
+                "q_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 64
+                    },
+                    "bits": [
+                        5
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9923899236478304,
+                "total_bits": 271333376,
+                "q_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 32
+                    },
+                    "bits": [
+                        5
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9954371268027707,
+                "total_bits": 328326656,
+                "q_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9961821036903482,
+                "total_bits": 334247936,
+                "q_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9969510481153664,
+                "total_bits": 380231168,
+                "q_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9977967566565463,
+                "total_bits": 396638208,
+                "q_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "8": 32
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9991634611628557,
+                "total_bits": 506060288,
+                "q_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            }
+        ],
+        "model.layers.3.mlp": [
+            {
+                "accuracy": 0.9623477960887709,
+                "total_bits": 949080864,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        6,
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.2,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9653659149220115,
+                "total_bits": 984470304,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        6,
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.2,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9670938943561754,
+                "total_bits": 1098596352,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.3,
+                        0.7
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        5,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9705079793930054,
+                "total_bits": 1232945152,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.3,
+                        0.7
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9839760065078735,
+                "total_bits": 1389202864,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        8,
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9853136163008841,
+                "total_bits": 1428217344,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        8,
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9867455520127949,
+                "total_bits": 1535687344,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9889101582138162,
+                "total_bits": 1755980848,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.990336653433348,
+                "total_bits": 1781882368,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9919652554549669,
+                "total_bits": 1806667184,
+                "gate_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9931000502485978,
+                "total_bits": 1845681664,
+                "gate_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        8,
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9958510787079209,
+                "total_bits": 2224131504,
+                "gate_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        8,
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9965033252772532,
+                "total_bits": 2263145984,
+                "gate_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        8,
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9969760046193474,
+                "total_bits": 2577632688,
+                "gate_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9979832466495665,
+                "total_bits": 2662414208,
+                "gate_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.15,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9984807342683014,
+                "total_bits": 2902275968,
+                "gate_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9988679704501441,
+                "total_bits": 3411883904,
+                "gate_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            }
+        ],
+        "model.layers.4.self_attn": [
+            {
+                "accuracy": 0.9520376952070939,
+                "total_bits": 133692416,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9564169833534643,
+                "total_bits": 137624576,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.958864290463297,
+                "total_bits": 141915264,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9763537190462414,
+                "total_bits": 167308544,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9771144515589664,
+                "total_bits": 197778944,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9773121209521043,
+                "total_bits": 197944704,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 64,
+                        "3": 64
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9866280508668799,
+                "total_bits": 254402048,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.986849875042313,
+                "total_bits": 254567808,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9877340448530096,
+                "total_bits": 256707328,
+                "q_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.98849576397946,
+                "total_bits": 260323328,
+                "q_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9884236400064669,
+                "total_bits": 260859264,
+                "q_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9892067603374782,
+                "total_bits": 262998784,
+                "q_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9897248156760868,
+                "total_bits": 267385856,
+                "q_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 64
+                    },
+                    "bits": [
+                        5
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9905536166931453,
+                "total_bits": 271333376,
+                "q_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 32
+                    },
+                    "bits": [
+                        5
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9943538715964869,
+                "total_bits": 328326656,
+                "q_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9952602923700684,
+                "total_bits": 334247936,
+                "q_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9965001936805876,
+                "total_bits": 380231168,
+                "q_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9974336255537836,
+                "total_bits": 396638208,
+                "q_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "8": 32
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9990505291835258,
+                "total_bits": 506060288,
+                "q_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            }
+        ],
+        "model.layers.4.mlp": [
+            {
+                "accuracy": 0.9078990597473948,
+                "total_bits": 949080864,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        6,
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.2,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9241525311219065,
+                "total_bits": 984470304,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        6,
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.2,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9258484150234022,
+                "total_bits": 1098596352,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.3,
+                        0.7
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        5,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9266639759666041,
+                "total_bits": 1232945152,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.3,
+                        0.7
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.97878939227054,
+                "total_bits": 1389202864,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        8,
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9848085155612544,
+                "total_bits": 1428217344,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        8,
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9858605563640594,
+                "total_bits": 1535687344,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9858313908702449,
+                "total_bits": 1755980848,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9904976298934535,
+                "total_bits": 1781882368,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9932406960349334,
+                "total_bits": 1806667184,
+                "gate_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.994838189921881,
+                "total_bits": 1845681664,
+                "gate_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        8,
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9965060874819756,
+                "total_bits": 2224131504,
+                "gate_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        8,
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9970513870449442,
+                "total_bits": 2263145984,
+                "gate_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        8,
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9975320194896898,
+                "total_bits": 2577632688,
+                "gate_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9979046210646629,
+                "total_bits": 2662414208,
+                "gate_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.15,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9981874831412968,
+                "total_bits": 2902275968,
+                "gate_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9988505202100465,
+                "total_bits": 3411883904,
+                "gate_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            }
+        ],
+        "model.layers.5.self_attn": [
+            {
+                "accuracy": 0.9837208233381572,
+                "total_bits": 133692416,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9850210876841294,
+                "total_bits": 137624576,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.985936872268978,
+                "total_bits": 141915264,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9911957641965464,
+                "total_bits": 167308544,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.992123660288359,
+                "total_bits": 197778944,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.992215633392334,
+                "total_bits": 197944704,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 64,
+                        "3": 64
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9952483781074223,
+                "total_bits": 254402048,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9953697908081507,
+                "total_bits": 254567808,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9956966599351481,
+                "total_bits": 256707328,
+                "q_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.995957853762727,
+                "total_bits": 260323328,
+                "q_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9960420257166812,
+                "total_bits": 260859264,
+                "q_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9963090906017705,
+                "total_bits": 262998784,
+                "q_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9964713124852431,
+                "total_bits": 267385856,
+                "q_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 64
+                    },
+                    "bits": [
+                        5
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9967583482594866,
+                "total_bits": 271333376,
+                "q_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 32
+                    },
+                    "bits": [
+                        5
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9980808996448391,
+                "total_bits": 328326656,
+                "q_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9983816264491332,
+                "total_bits": 334247936,
+                "q_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9987743037115586,
+                "total_bits": 380231168,
+                "q_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9991264373652244,
+                "total_bits": 396638208,
+                "q_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "8": 32
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9996674886757606,
+                "total_bits": 506060288,
+                "q_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            }
+        ],
+        "model.layers.5.mlp": [
+            {
+                "accuracy": 0.9787450087697882,
+                "total_bits": 949080864,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        6,
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.2,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9804061039497978,
+                "total_bits": 984470304,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        6,
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.2,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9807609805935308,
+                "total_bits": 1098596352,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.3,
+                        0.7
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        5,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.981879356660341,
+                "total_bits": 1232945152,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.3,
+                        0.7
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9922182450169011,
+                "total_bits": 1389202864,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        8,
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.99252692178676,
+                "total_bits": 1428217344,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        8,
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9935332622967268,
+                "total_bits": 1535687344,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9949194008582517,
+                "total_bits": 1755980848,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9946218309433836,
+                "total_bits": 1781882368,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9962006736742822,
+                "total_bits": 1806667184,
+                "gate_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9966179206967354,
+                "total_bits": 1845681664,
+                "gate_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        8,
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9976236790810761,
+                "total_bits": 2224131504,
+                "gate_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        8,
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.997775100367634,
+                "total_bits": 2263145984,
+                "gate_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        8,
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9979788561008478,
+                "total_bits": 2577632688,
+                "gate_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9977199794038346,
+                "total_bits": 2662414208,
+                "gate_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.15,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9978382624685764,
+                "total_bits": 2902275968,
+                "gate_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9978408033126279,
+                "total_bits": 3411883904,
+                "gate_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            }
+        ],
+        "model.layers.6.self_attn": [
+            {
+                "accuracy": 0.992318332195282,
+                "total_bits": 133692416,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9929722665171874,
+                "total_bits": 137624576,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.993454066154204,
+                "total_bits": 141915264,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9957072452494973,
+                "total_bits": 167308544,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9962608626014308,
+                "total_bits": 197778944,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.996322400867939,
+                "total_bits": 197944704,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 64,
+                        "3": 64
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9977244377920502,
+                "total_bits": 254402048,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9978002339209381,
+                "total_bits": 254567808,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9979543858452847,
+                "total_bits": 256707328,
+                "q_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9980734731805952,
+                "total_bits": 260323328,
+                "q_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9981238147930095,
+                "total_bits": 260859264,
+                "q_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9982519432118064,
+                "total_bits": 262998784,
+                "q_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9983506967362604,
+                "total_bits": 267385856,
+                "q_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 64
+                    },
+                    "bits": [
+                        5
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9984828432727801,
+                "total_bits": 271333376,
+                "q_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 32
+                    },
+                    "bits": [
+                        5
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9990882325525346,
+                "total_bits": 328326656,
+                "q_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9992369993736869,
+                "total_bits": 334247936,
+                "q_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9994052742656908,
+                "total_bits": 380231168,
+                "q_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9995787400066068,
+                "total_bits": 396638208,
+                "q_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "8": 32
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9998367458925044,
+                "total_bits": 506060288,
+                "q_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            }
+        ],
+        "model.layers.6.mlp": [
+            {
+                "accuracy": 0.9887948749881041,
+                "total_bits": 949080864,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        6,
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.2,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9891392259221328,
+                "total_bits": 984470304,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        6,
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.2,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9902748740033099,
+                "total_bits": 1098596352,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.3,
+                        0.7
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        5,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9911453402356097,
+                "total_bits": 1232945152,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.3,
+                        0.7
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9948037639260292,
+                "total_bits": 1389202864,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        8,
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9952631157479788,
+                "total_bits": 1428217344,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        8,
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9960890439780135,
+                "total_bits": 1535687344,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9967257225591886,
+                "total_bits": 1755980848,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.99715183126299,
+                "total_bits": 1781882368,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9973627793553629,
+                "total_bits": 1806667184,
+                "gate_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9977084731585101,
+                "total_bits": 1845681664,
+                "gate_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        8,
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9985369878183854,
+                "total_bits": 2224131504,
+                "gate_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        8,
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9987871116517406,
+                "total_bits": 2263145984,
+                "gate_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        8,
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9989779540582707,
+                "total_bits": 2577632688,
+                "gate_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9992189803895982,
+                "total_bits": 2662414208,
+                "gate_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.15,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9994087863321367,
+                "total_bits": 2902275968,
+                "gate_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9995267499042185,
+                "total_bits": 3411883904,
+                "gate_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            }
+        ],
+        "model.layers.7.self_attn": [
+            {
+                "accuracy": 0.9923212096879357,
+                "total_bits": 133692416,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9929035658899107,
+                "total_bits": 137624576,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9935436938938341,
+                "total_bits": 141915264,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9956331033455698,
+                "total_bits": 167308544,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9962376861980087,
+                "total_bits": 197778944,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9963044892800482,
+                "total_bits": 197944704,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 64,
+                        "3": 64
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9977804528255212,
+                "total_bits": 254402048,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9978522970096061,
+                "total_bits": 254567808,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9980136309015123,
+                "total_bits": 256707328,
+                "q_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9981303858129602,
+                "total_bits": 260323328,
+                "q_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9981227346548909,
+                "total_bits": 260859264,
+                "q_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9982521447696184,
+                "total_bits": 262998784,
+                "q_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9983825567913683,
+                "total_bits": 267385856,
+                "q_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 64
+                    },
+                    "bits": [
+                        5
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9985131250792428,
+                "total_bits": 271333376,
+                "q_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 32
+                    },
+                    "bits": [
+                        5
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9991059275834184,
+                "total_bits": 328326656,
+                "q_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9992556791556509,
+                "total_bits": 334247936,
+                "q_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9994127997442296,
+                "total_bits": 380231168,
+                "q_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9996093531188212,
+                "total_bits": 396638208,
+                "q_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "8": 32
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9998424479394759,
+                "total_bits": 506060288,
+                "q_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            }
+        ],
+        "model.layers.7.mlp": [
+            {
+                "accuracy": 0.9888703752505151,
+                "total_bits": 949080864,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        6,
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.2,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9893128213129545,
+                "total_bits": 984470304,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        6,
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.2,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9904324875066155,
+                "total_bits": 1098596352,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.3,
+                        0.7
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        5,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9909364416411048,
+                "total_bits": 1232945152,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.3,
+                        0.7
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9948139551438784,
+                "total_bits": 1389202864,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        8,
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9952257565761867,
+                "total_bits": 1428217344,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        8,
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9957930673109857,
+                "total_bits": 1535687344,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9971174742830428,
+                "total_bits": 1755980848,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9974016962867034,
+                "total_bits": 1781882368,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9973679377060187,
+                "total_bits": 1806667184,
+                "gate_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9976948789860073,
+                "total_bits": 1845681664,
+                "gate_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        8,
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9986473532687676,
+                "total_bits": 2224131504,
+                "gate_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        8,
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9988496381005174,
+                "total_bits": 2263145984,
+                "gate_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        8,
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9991842496551966,
+                "total_bits": 2577632688,
+                "gate_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9993098071825347,
+                "total_bits": 2662414208,
+                "gate_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.15,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9994435804945073,
+                "total_bits": 2902275968,
+                "gate_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9997423422326775,
+                "total_bits": 3411883904,
+                "gate_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            }
+        ],
+        "model.layers.8.self_attn": [
+            {
+                "accuracy": 0.9926491066029197,
+                "total_bits": 133692416,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.99335614866332,
+                "total_bits": 137624576,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9939297382768831,
+                "total_bits": 141915264,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9957488641927117,
+                "total_bits": 167308544,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.996418721973896,
+                "total_bits": 197778944,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9964946273126101,
+                "total_bits": 197944704,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 64,
+                        "3": 64
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9976943229374132,
+                "total_bits": 254402048,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9977797456085682,
+                "total_bits": 254567808,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9979064678283114,
+                "total_bits": 256707328,
+                "q_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9980251289119846,
+                "total_bits": 260323328,
+                "q_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9982099182119495,
+                "total_bits": 260859264,
+                "q_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9983288490850675,
+                "total_bits": 262998784,
+                "q_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9984377501042265,
+                "total_bits": 267385856,
+                "q_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 64
+                    },
+                    "bits": [
+                        5
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9985568479291702,
+                "total_bits": 271333376,
+                "q_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 32
+                    },
+                    "bits": [
+                        5
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9991297941458853,
+                "total_bits": 328326656,
+                "q_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9992808722645828,
+                "total_bits": 334247936,
+                "q_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9993868150111092,
+                "total_bits": 380231168,
+                "q_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9995960712824997,
+                "total_bits": 396638208,
+                "q_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "8": 32
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9998272407652908,
+                "total_bits": 506060288,
+                "q_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            }
+        ],
+        "model.layers.8.mlp": [
+            {
+                "accuracy": 0.9859057021768469,
+                "total_bits": 949080864,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        6,
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.2,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.98645597068887,
+                "total_bits": 984470304,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        6,
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.2,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9882299162839588,
+                "total_bits": 1098596352,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.3,
+                        0.7
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        5,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9888048273952383,
+                "total_bits": 1232945152,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.3,
+                        0.7
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9932001405640652,
+                "total_bits": 1389202864,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        8,
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9938150926640159,
+                "total_bits": 1428217344,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        8,
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9945278469669191,
+                "total_bits": 1535687344,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.996376668544192,
+                "total_bits": 1755980848,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9967137910425663,
+                "total_bits": 1781882368,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9965526614534227,
+                "total_bits": 1806667184,
+                "gate_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9970200332371812,
+                "total_bits": 1845681664,
+                "gate_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        8,
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9982412939793185,
+                "total_bits": 2224131504,
+                "gate_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        8,
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9985134426112238,
+                "total_bits": 2263145984,
+                "gate_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        8,
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9990054535630503,
+                "total_bits": 2577632688,
+                "gate_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9991055916210538,
+                "total_bits": 2662414208,
+                "gate_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.15,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9992673102962343,
+                "total_bits": 2902275968,
+                "gate_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9997231223571458,
+                "total_bits": 3411883904,
+                "gate_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            }
+        ],
+        "model.layers.9.self_attn": [
+            {
+                "accuracy": 0.9901653692910546,
+                "total_bits": 133692416,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.990919175900911,
+                "total_bits": 137624576,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.991673399743281,
+                "total_bits": 141915264,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9943677622236704,
+                "total_bits": 167308544,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9950920806119317,
+                "total_bits": 197778944,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.995176118847571,
+                "total_bits": 197944704,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 64,
+                        "3": 64
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9971283521307143,
+                "total_bits": 254402048,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9972087446796266,
+                "total_bits": 254567808,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9974432154313514,
+                "total_bits": 256707328,
+                "q_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9975979969297585,
+                "total_bits": 260323328,
+                "q_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9975580565239254,
+                "total_bits": 260859264,
+                "q_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9977357560082486,
+                "total_bits": 262998784,
+                "q_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9979077722681197,
+                "total_bits": 267385856,
+                "q_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 64
+                    },
+                    "bits": [
+                        5
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9980844206323749,
+                "total_bits": 271333376,
+                "q_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 32
+                    },
+                    "bits": [
+                        5
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9988465885582724,
+                "total_bits": 328326656,
+                "q_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9990395844766968,
+                "total_bits": 334247936,
+                "q_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9992529585173255,
+                "total_bits": 380231168,
+                "q_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.999496592306777,
+                "total_bits": 396638208,
+                "q_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "8": 32
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9997971953922197,
+                "total_bits": 506060288,
+                "q_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            }
+        ],
+        "model.layers.9.mlp": [
+            {
+                "accuracy": 0.9841924262674231,
+                "total_bits": 949080864,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        6,
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.2,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9847789893024846,
+                "total_bits": 984470304,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        6,
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.2,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9870219356135318,
+                "total_bits": 1098596352,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.3,
+                        0.7
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        5,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9876604950741718,
+                "total_bits": 1232945152,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.3,
+                        0.7
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9923496011056399,
+                "total_bits": 1389202864,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        8,
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9929906600400021,
+                "total_bits": 1428217344,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        8,
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9938769579717988,
+                "total_bits": 1535687344,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9960507903444139,
+                "total_bits": 1755980848,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9964091299395812,
+                "total_bits": 1781882368,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9961254733957743,
+                "total_bits": 1806667184,
+                "gate_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9966278801623144,
+                "total_bits": 1845681664,
+                "gate_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        8,
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9980266156949495,
+                "total_bits": 2224131504,
+                "gate_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        8,
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9983203340517847,
+                "total_bits": 2263145984,
+                "gate_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        8,
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9989294782280922,
+                "total_bits": 2577632688,
+                "gate_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9989899184162679,
+                "total_bits": 2662414208,
+                "gate_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.15,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.99917171003395,
+                "total_bits": 2902275968,
+                "gate_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9997138265079182,
+                "total_bits": 3411883904,
+                "gate_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            }
+        ],
+        "model.layers.10.self_attn": [
+            {
+                "accuracy": 0.9900850614434794,
+                "total_bits": 133692416,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9908293760136554,
+                "total_bits": 137624576,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9916968314271224,
+                "total_bits": 141915264,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9938231047831083,
+                "total_bits": 167308544,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9950566009471291,
+                "total_bits": 197778944,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9951592174015547,
+                "total_bits": 197944704,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 64,
+                        "3": 64
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9969919227847928,
+                "total_bits": 254402048,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9971267459423918,
+                "total_bits": 254567808,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9973852638351289,
+                "total_bits": 256707328,
+                "q_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9975552323617434,
+                "total_bits": 260323328,
+                "q_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9975600470053522,
+                "total_bits": 260859264,
+                "q_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9977632094370691,
+                "total_bits": 262998784,
+                "q_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.997928517821588,
+                "total_bits": 267385856,
+                "q_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 64
+                    },
+                    "bits": [
+                        5
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.99813372720229,
+                "total_bits": 271333376,
+                "q_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 32
+                    },
+                    "bits": [
+                        5
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9988503584540204,
+                "total_bits": 328326656,
+                "q_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9990602790525085,
+                "total_bits": 334247936,
+                "q_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9992227178851241,
+                "total_bits": 380231168,
+                "q_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9994926639881573,
+                "total_bits": 396638208,
+                "q_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "8": 32
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9997879547851258,
+                "total_bits": 506060288,
+                "q_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            }
+        ],
+        "model.layers.10.mlp": [
+            {
+                "accuracy": 0.9824790734993784,
+                "total_bits": 949080864,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        6,
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.2,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9831249306076452,
+                "total_bits": 984470304,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        6,
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.2,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9854973052677355,
+                "total_bits": 1098596352,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.3,
+                        0.7
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        5,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9861709004954288,
+                "total_bits": 1232945152,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.3,
+                        0.7
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9914211575922213,
+                "total_bits": 1389202864,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        8,
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9921594520932749,
+                "total_bits": 1428217344,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        8,
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9930750539428309,
+                "total_bits": 1535687344,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9955479294845933,
+                "total_bits": 1755980848,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9959504714137629,
+                "total_bits": 1781882368,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9956493824720383,
+                "total_bits": 1806667184,
+                "gate_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9962105194204732,
+                "total_bits": 1845681664,
+                "gate_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        8,
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9977836185380032,
+                "total_bits": 2224131504,
+                "gate_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        8,
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9981099010298127,
+                "total_bits": 2263145984,
+                "gate_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        8,
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9987828099217854,
+                "total_bits": 2577632688,
+                "gate_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9988666113073889,
+                "total_bits": 2662414208,
+                "gate_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.15,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9990557251792205,
+                "total_bits": 2902275968,
+                "gate_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9996718225608531,
+                "total_bits": 3411883904,
+                "gate_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            }
+        ],
+        "model.layers.11.self_attn": [
+            {
+                "accuracy": 0.9874372435243506,
+                "total_bits": 133692416,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9885911047458649,
+                "total_bits": 137624576,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.989567864098047,
+                "total_bits": 141915264,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9929753134125158,
+                "total_bits": 167308544,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9938729801460316,
+                "total_bits": 197778944,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9939751362330035,
+                "total_bits": 197944704,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 64,
+                        "3": 64
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.996114697895552,
+                "total_bits": 254402048,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9962169116264895,
+                "total_bits": 254567808,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9965073446694174,
+                "total_bits": 256707328,
+                "q_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9967057238283911,
+                "total_bits": 260323328,
+                "q_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9969330792756457,
+                "total_bits": 260859264,
+                "q_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9971491565045557,
+                "total_bits": 262998784,
+                "q_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9973391045473123,
+                "total_bits": 267385856,
+                "q_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 64
+                    },
+                    "bits": [
+                        5
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9975648659624552,
+                "total_bits": 271333376,
+                "q_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 32
+                    },
+                    "bits": [
+                        5
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9985255455892337,
+                "total_bits": 328326656,
+                "q_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.998779870373638,
+                "total_bits": 334247936,
+                "q_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9989836935542131,
+                "total_bits": 380231168,
+                "q_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9993221873025361,
+                "total_bits": 396638208,
+                "q_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "8": 32
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9997189684869036,
+                "total_bits": 506060288,
+                "q_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            }
+        ],
+        "model.layers.11.mlp": [
+            {
+                "accuracy": 0.9822098110851488,
+                "total_bits": 949080864,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        6,
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.2,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.982782697991321,
+                "total_bits": 984470304,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        6,
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.2,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.985221593003524,
+                "total_bits": 1098596352,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.3,
+                        0.7
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        5,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9859068315280112,
+                "total_bits": 1232945152,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.3,
+                        0.7
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9912880204225841,
+                "total_bits": 1389202864,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        8,
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9920048337233695,
+                "total_bits": 1428217344,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        8,
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9929407082105938,
+                "total_bits": 1535687344,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9955221477307772,
+                "total_bits": 1755980848,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9959079752627172,
+                "total_bits": 1781882368,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9955871869858942,
+                "total_bits": 1806667184,
+                "gate_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9961524099895829,
+                "total_bits": 1845681664,
+                "gate_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        8,
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9977584014597692,
+                "total_bits": 2224131504,
+                "gate_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        8,
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.998085804087551,
+                "total_bits": 2263145984,
+                "gate_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        8,
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9987866380497029,
+                "total_bits": 2577632688,
+                "gate_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9988548962497398,
+                "total_bits": 2662414208,
+                "gate_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.15,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9990402283637148,
+                "total_bits": 2902275968,
+                "gate_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9996767296014648,
+                "total_bits": 3411883904,
+                "gate_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            }
+        ],
+        "model.layers.12.self_attn": [
+            {
+                "accuracy": 0.9874771700093621,
+                "total_bits": 133692416,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9884413410174219,
+                "total_bits": 137624576,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9895054768574866,
+                "total_bits": 141915264,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9928478324099591,
+                "total_bits": 167308544,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9938403144478798,
+                "total_bits": 197778944,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9939170867988938,
+                "total_bits": 197944704,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 64,
+                        "3": 64
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9963538195741805,
+                "total_bits": 254402048,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9964288633904959,
+                "total_bits": 254567808,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9966956455456583,
+                "total_bits": 256707328,
+                "q_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9968857916170045,
+                "total_bits": 260323328,
+                "q_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9969126464504945,
+                "total_bits": 260859264,
+                "q_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9971264971322135,
+                "total_bits": 262998784,
+                "q_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9973721763021067,
+                "total_bits": 267385856,
+                "q_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 64
+                    },
+                    "bits": [
+                        5
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9975866195010511,
+                "total_bits": 271333376,
+                "q_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 32
+                    },
+                    "bits": [
+                        5
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9985614951307836,
+                "total_bits": 328326656,
+                "q_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9987936750250427,
+                "total_bits": 334247936,
+                "q_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9990550904093605,
+                "total_bits": 380231168,
+                "q_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.99934036578787,
+                "total_bits": 396638208,
+                "q_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "8": 32
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9997416243300234,
+                "total_bits": 506060288,
+                "q_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            }
+        ],
+        "model.layers.12.mlp": [
+            {
+                "accuracy": 0.9803039557055423,
+                "total_bits": 949080864,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        6,
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.2,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.980894336574956,
+                "total_bits": 984470304,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        6,
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.2,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9834533396520113,
+                "total_bits": 1098596352,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.3,
+                        0.7
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        5,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.984178502308695,
+                "total_bits": 1232945152,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.3,
+                        0.7
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9902806878089905,
+                "total_bits": 1389202864,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        8,
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.991080575867703,
+                "total_bits": 1428217344,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        8,
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9920935434730429,
+                "total_bits": 1535687344,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.995047615939065,
+                "total_bits": 1755980848,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9954821734051955,
+                "total_bits": 1781882368,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9950821740846885,
+                "total_bits": 1806667184,
+                "gate_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9956999452490556,
+                "total_bits": 1845681664,
+                "gate_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        8,
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.997495040689644,
+                "total_bits": 2224131504,
+                "gate_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        8,
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9978642165660858,
+                "total_bits": 2263145984,
+                "gate_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        8,
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9986639520839641,
+                "total_bits": 2577632688,
+                "gate_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9987216802608025,
+                "total_bits": 2662414208,
+                "gate_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.15,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9989150735108476,
+                "total_bits": 2902275968,
+                "gate_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9996449019220707,
+                "total_bits": 3411883904,
+                "gate_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            }
+        ],
+        "model.layers.13.self_attn": [
+            {
+                "accuracy": 0.9880922585725784,
+                "total_bits": 133692416,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9890298451247969,
+                "total_bits": 137624576,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9900459058974919,
+                "total_bits": 141915264,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9930635110328072,
+                "total_bits": 167308544,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9941269645565435,
+                "total_bits": 197778944,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9941920689062068,
+                "total_bits": 197944704,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 64,
+                        "3": 64
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9964305793768481,
+                "total_bits": 254402048,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.996503017058498,
+                "total_bits": 254567808,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9967711307108402,
+                "total_bits": 256707328,
+                "q_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9969551586791089,
+                "total_bits": 260323328,
+                "q_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9970587364544994,
+                "total_bits": 260859264,
+                "q_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9972634525283387,
+                "total_bits": 262998784,
+                "q_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9974836240473547,
+                "total_bits": 267385856,
+                "q_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 64
+                    },
+                    "bits": [
+                        5
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9976935784675574,
+                "total_bits": 271333376,
+                "q_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 32
+                    },
+                    "bits": [
+                        5
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9986047613385477,
+                "total_bits": 328326656,
+                "q_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9988398216664791,
+                "total_bits": 334247936,
+                "q_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9990535266697407,
+                "total_bits": 380231168,
+                "q_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9993528724206906,
+                "total_bits": 396638208,
+                "q_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "8": 32
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9997435375606936,
+                "total_bits": 506060288,
+                "q_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            }
+        ],
+        "model.layers.13.mlp": [
+            {
+                "accuracy": 0.9790323925645728,
+                "total_bits": 949080864,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        6,
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.2,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9796903447100991,
+                "total_bits": 984470304,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        6,
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.2,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9823732423154932,
+                "total_bits": 1098596352,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.3,
+                        0.7
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        5,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9831217072511974,
+                "total_bits": 1232945152,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.3,
+                        0.7
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9896808588191083,
+                "total_bits": 1389202864,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        8,
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9905352302287754,
+                "total_bits": 1428217344,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        8,
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9915802321935955,
+                "total_bits": 1535687344,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9947266390449122,
+                "total_bits": 1755980848,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9951881103609738,
+                "total_bits": 1781882368,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9947587451652476,
+                "total_bits": 1806667184,
+                "gate_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9954316208237096,
+                "total_bits": 1845681664,
+                "gate_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        8,
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9973308167567378,
+                "total_bits": 2224131504,
+                "gate_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        8,
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9977240787917062,
+                "total_bits": 2263145984,
+                "gate_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        8,
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9985719117286959,
+                "total_bits": 2577632688,
+                "gate_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9986311746271033,
+                "total_bits": 2662414208,
+                "gate_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.15,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9988327333213467,
+                "total_bits": 2902275968,
+                "gate_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9996216318962213,
+                "total_bits": 3411883904,
+                "gate_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            }
+        ],
+        "model.layers.14.self_attn": [
+            {
+                "accuracy": 0.9878267183115608,
+                "total_bits": 133692416,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9887733349674627,
+                "total_bits": 137624576,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.989712655544281,
+                "total_bits": 141915264,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9926383667870572,
+                "total_bits": 167308544,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.993995489650651,
+                "total_bits": 197778944,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9940823089135321,
+                "total_bits": 197944704,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 64,
+                        "3": 64
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.996374577675995,
+                "total_bits": 254402048,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.996489835020743,
+                "total_bits": 254567808,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9967926256358624,
+                "total_bits": 256707328,
+                "q_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9969829971853056,
+                "total_bits": 260323328,
+                "q_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9970028472966269,
+                "total_bits": 260859264,
+                "q_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9972179224224467,
+                "total_bits": 262998784,
+                "q_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9974147971523436,
+                "total_bits": 267385856,
+                "q_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 64
+                    },
+                    "bits": [
+                        5
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9976549664218175,
+                "total_bits": 271333376,
+                "q_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 32
+                    },
+                    "bits": [
+                        5
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9985877459770754,
+                "total_bits": 328326656,
+                "q_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9988279194620094,
+                "total_bits": 334247936,
+                "q_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9990668862469887,
+                "total_bits": 380231168,
+                "q_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9993616870947575,
+                "total_bits": 396638208,
+                "q_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "8": 32
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9997413779216769,
+                "total_bits": 506060288,
+                "q_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            }
+        ],
+        "model.layers.14.mlp": [
+            {
+                "accuracy": 0.9785618217367875,
+                "total_bits": 949080864,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        6,
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.2,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9792564542669999,
+                "total_bits": 984470304,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        6,
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.2,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9820335052515331,
+                "total_bits": 1098596352,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.3,
+                        0.7
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        5,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.982799242985876,
+                "total_bits": 1232945152,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.3,
+                        0.7
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9894447373716455,
+                "total_bits": 1389202864,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        8,
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9903286350400824,
+                "total_bits": 1428217344,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        8,
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9913997508977589,
+                "total_bits": 1535687344,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9946018053512824,
+                "total_bits": 1755980848,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9950747274254498,
+                "total_bits": 1781882368,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.994638370840173,
+                "total_bits": 1806667184,
+                "gate_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9953317097143123,
+                "total_bits": 1845681664,
+                "gate_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        8,
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9972681442373678,
+                "total_bits": 2224131504,
+                "gate_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        8,
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9976757168769836,
+                "total_bits": 2263145984,
+                "gate_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        8,
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9985360492412981,
+                "total_bits": 2577632688,
+                "gate_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.998597078123375,
+                "total_bits": 2662414208,
+                "gate_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.15,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9988043435702199,
+                "total_bits": 2902275968,
+                "gate_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9996089184607723,
+                "total_bits": 3411883904,
+                "gate_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            }
+        ],
+        "model.layers.15.self_attn": [
+            {
+                "accuracy": 0.986947446277267,
+                "total_bits": 133692416,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9876705635535089,
+                "total_bits": 137624576,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9889308347513801,
+                "total_bits": 141915264,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9920046988286471,
+                "total_bits": 167308544,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.993394565425421,
+                "total_bits": 197778944,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9934965301501123,
+                "total_bits": 197944704,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 64,
+                        "3": 64
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9962943364915094,
+                "total_bits": 254402048,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9964038894364708,
+                "total_bits": 254567808,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9966917881055882,
+                "total_bits": 256707328,
+                "q_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9968827886408881,
+                "total_bits": 260323328,
+                "q_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9967639509000277,
+                "total_bits": 260859264,
+                "q_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9969964156809606,
+                "total_bits": 262998784,
+                "q_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.997309594954315,
+                "total_bits": 267385856,
+                "q_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 64
+                    },
+                    "bits": [
+                        5
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9975373070490988,
+                "total_bits": 271333376,
+                "q_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 32
+                    },
+                    "bits": [
+                        5
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9985244862343136,
+                "total_bits": 328326656,
+                "q_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9987705925381497,
+                "total_bits": 334247936,
+                "q_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9990496008019698,
+                "total_bits": 380231168,
+                "q_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9993530889286807,
+                "total_bits": 396638208,
+                "q_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "8": 32
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9997431677521059,
+                "total_bits": 506060288,
+                "q_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            }
+        ],
+        "model.layers.15.mlp": [
+            {
+                "accuracy": 0.9786550245786968,
+                "total_bits": 949080864,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        6,
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.2,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9794439171489916,
+                "total_bits": 984470304,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        6,
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.2,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.982237867618862,
+                "total_bits": 1098596352,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.3,
+                        0.7
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        5,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9830121931276823,
+                "total_bits": 1232945152,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.3,
+                        0.7
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9895858176444706,
+                "total_bits": 1389202864,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        8,
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.990446780857287,
+                "total_bits": 1428217344,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        8,
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9915116178361993,
+                "total_bits": 1535687344,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9946310880937075,
+                "total_bits": 1755980848,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9950999774430928,
+                "total_bits": 1781882368,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9947146036122975,
+                "total_bits": 1806667184,
+                "gate_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.995394665551813,
+                "total_bits": 1845681664,
+                "gate_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        8,
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9973083373747373,
+                "total_bits": 2224131504,
+                "gate_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        8,
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9977065744368654,
+                "total_bits": 2263145984,
+                "gate_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        8,
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9985434021800756,
+                "total_bits": 2577632688,
+                "gate_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.998619755631999,
+                "total_bits": 2662414208,
+                "gate_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.15,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9988288589214024,
+                "total_bits": 2902275968,
+                "gate_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9996124572169623,
+                "total_bits": 3411883904,
+                "gate_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            }
+        ],
+        "model.layers.16.self_attn": [
+            {
+                "accuracy": 0.9885121552567733,
+                "total_bits": 133692416,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9893016430892443,
+                "total_bits": 137624576,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9902885258197784,
+                "total_bits": 141915264,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9932184823249516,
+                "total_bits": 167308544,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9942146363226991,
+                "total_bits": 197778944,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9943058098617353,
+                "total_bits": 197944704,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 64,
+                        "3": 64
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9965714208389583,
+                "total_bits": 254402048,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9966798307080018,
+                "total_bits": 254567808,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.99694486609415,
+                "total_bits": 256707328,
+                "q_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9971291877721485,
+                "total_bits": 260323328,
+                "q_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9971215430843202,
+                "total_bits": 260859264,
+                "q_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.997336823885378,
+                "total_bits": 262998784,
+                "q_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9975742533018714,
+                "total_bits": 267385856,
+                "q_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 64
+                    },
+                    "bits": [
+                        5
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9977826876075644,
+                "total_bits": 271333376,
+                "q_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 32
+                    },
+                    "bits": [
+                        5
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.998663851697194,
+                "total_bits": 328326656,
+                "q_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9988890639261195,
+                "total_bits": 334247936,
+                "q_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9991228954964563,
+                "total_bits": 380231168,
+                "q_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9994018903786415,
+                "total_bits": 396638208,
+                "q_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "8": 32
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9997579943339684,
+                "total_bits": 506060288,
+                "q_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            }
+        ],
+        "model.layers.16.mlp": [
+            {
+                "accuracy": 0.9795331970641488,
+                "total_bits": 949080864,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        6,
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.2,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9802197421851911,
+                "total_bits": 984470304,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        6,
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.2,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9828833969015824,
+                "total_bits": 1098596352,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.3,
+                        0.7
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        5,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9836226184117166,
+                "total_bits": 1232945152,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.3,
+                        0.7
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9898959719821027,
+                "total_bits": 1389202864,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        8,
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9907606181345487,
+                "total_bits": 1428217344,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        8,
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9918049769966226,
+                "total_bits": 1535687344,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9948132226341649,
+                "total_bits": 1755980848,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.995279990920895,
+                "total_bits": 1781882368,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9948625988081882,
+                "total_bits": 1806667184,
+                "gate_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9955342600220128,
+                "total_bits": 1845681664,
+                "gate_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        8,
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9973800325472104,
+                "total_bits": 2224131504,
+                "gate_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        8,
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.997775384666104,
+                "total_bits": 2263145984,
+                "gate_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        8,
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9985904830851053,
+                "total_bits": 2577632688,
+                "gate_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9986559679045489,
+                "total_bits": 2662414208,
+                "gate_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.15,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9988597769682345,
+                "total_bits": 2902275968,
+                "gate_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.999626297111574,
+                "total_bits": 3411883904,
+                "gate_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            }
+        ],
+        "model.layers.17.self_attn": [
+            {
+                "accuracy": 0.9891788685008099,
+                "total_bits": 133692416,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9899149262591412,
+                "total_bits": 137624576,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9907121313245673,
+                "total_bits": 141915264,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9930490796503267,
+                "total_bits": 167308544,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9946870846967948,
+                "total_bits": 197778944,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.994760373313176,
+                "total_bits": 197944704,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 64,
+                        "3": 64
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9968301402895074,
+                "total_bits": 254402048,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9969158786299982,
+                "total_bits": 254567808,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9971555738072646,
+                "total_bits": 256707328,
+                "q_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9973273191012835,
+                "total_bits": 260323328,
+                "q_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9973468096240571,
+                "total_bits": 260859264,
+                "q_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9975398384818905,
+                "total_bits": 262998784,
+                "q_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9977245209248442,
+                "total_bits": 267385856,
+                "q_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 64
+                    },
+                    "bits": [
+                        5
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9979229304743441,
+                "total_bits": 271333376,
+                "q_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 32
+                    },
+                    "bits": [
+                        5
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.998754701430076,
+                "total_bits": 328326656,
+                "q_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9989628481041444,
+                "total_bits": 334247936,
+                "q_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9991804285857239,
+                "total_bits": 380231168,
+                "q_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9994331565930655,
+                "total_bits": 396638208,
+                "q_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "8": 32
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9997703798213288,
+                "total_bits": 506060288,
+                "q_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            }
+        ],
+        "model.layers.17.mlp": [
+            {
+                "accuracy": 0.9801320088537115,
+                "total_bits": 949080864,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        6,
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.2,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9808018787911064,
+                "total_bits": 984470304,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        6,
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.2,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9833932017025194,
+                "total_bits": 1098596352,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.3,
+                        0.7
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        5,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9841107208477823,
+                "total_bits": 1232945152,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.3,
+                        0.7
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9901921043270513,
+                "total_bits": 1389202864,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        8,
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9910119270023546,
+                "total_bits": 1428217344,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        8,
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9920368147523779,
+                "total_bits": 1535687344,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9949555804854945,
+                "total_bits": 1755980848,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9954094184856666,
+                "total_bits": 1781882368,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9950175610812086,
+                "total_bits": 1806667184,
+                "gate_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9956582772888636,
+                "total_bits": 1845681664,
+                "gate_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        8,
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9974620075602281,
+                "total_bits": 2224131504,
+                "gate_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        8,
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9978359729835862,
+                "total_bits": 2263145984,
+                "gate_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        8,
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9986327433664548,
+                "total_bits": 2577632688,
+                "gate_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9986979763366675,
+                "total_bits": 2662414208,
+                "gate_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.15,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9988960769811743,
+                "total_bits": 2902275968,
+                "gate_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9996340810566356,
+                "total_bits": 3411883904,
+                "gate_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            }
+        ],
+        "model.layers.18.self_attn": [
+            {
+                "accuracy": 0.9885735754903994,
+                "total_bits": 133692416,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9892574195799074,
+                "total_bits": 137624576,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9901119603922492,
+                "total_bits": 141915264,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9924176829425913,
+                "total_bits": 167308544,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.994358175679257,
+                "total_bits": 197778944,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.994443758145759,
+                "total_bits": 197944704,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 64,
+                        "3": 64
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9966597070819453,
+                "total_bits": 254402048,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9967471270969039,
+                "total_bits": 254567808,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9970077352696344,
+                "total_bits": 256707328,
+                "q_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.997101581018222,
+                "total_bits": 260323328,
+                "q_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9971910687653642,
+                "total_bits": 260859264,
+                "q_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9974245505505487,
+                "total_bits": 262998784,
+                "q_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.997640789143349,
+                "total_bits": 267385856,
+                "q_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 64
+                    },
+                    "bits": [
+                        5
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9978391365393212,
+                "total_bits": 271333376,
+                "q_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 32
+                    },
+                    "bits": [
+                        5
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9987216981029824,
+                "total_bits": 328326656,
+                "q_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9989291826557172,
+                "total_bits": 334247936,
+                "q_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9991402220177023,
+                "total_bits": 380231168,
+                "q_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9994102867908383,
+                "total_bits": 396638208,
+                "q_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "8": 32
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9997587582635644,
+                "total_bits": 506060288,
+                "q_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            }
+        ],
+        "model.layers.18.mlp": [
+            {
+                "accuracy": 0.9804789455313432,
+                "total_bits": 949080864,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        6,
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.2,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9811383674019262,
+                "total_bits": 984470304,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        6,
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.2,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9836915809857217,
+                "total_bits": 1098596352,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.3,
+                        0.7
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        5,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9844009735082325,
+                "total_bits": 1232945152,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.3,
+                        0.7
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.990333787704769,
+                "total_bits": 1389202864,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        8,
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9911547044390127,
+                "total_bits": 1428217344,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        8,
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9921700279963644,
+                "total_bits": 1535687344,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9950251842015668,
+                "total_bits": 1755980848,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9954749545768687,
+                "total_bits": 1781882368,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9950878749552526,
+                "total_bits": 1806667184,
+                "gate_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9957221801343717,
+                "total_bits": 1845681664,
+                "gate_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        8,
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9974971909664179,
+                "total_bits": 2224131504,
+                "gate_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        8,
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9978688092608201,
+                "total_bits": 2263145984,
+                "gate_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        8,
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9986542915239146,
+                "total_bits": 2577632688,
+                "gate_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.998717018059994,
+                "total_bits": 2662414208,
+                "gate_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.15,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9989127285386387,
+                "total_bits": 2902275968,
+                "gate_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.999642960433113,
+                "total_bits": 3411883904,
+                "gate_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            }
+        ],
+        "model.layers.19.self_attn": [
+            {
+                "accuracy": 0.9900512381603843,
+                "total_bits": 133692416,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9906687626713201,
+                "total_bits": 137624576,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9914341192496451,
+                "total_bits": 141915264,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9934835531993916,
+                "total_bits": 167308544,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9949468303667871,
+                "total_bits": 197778944,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9950877169245168,
+                "total_bits": 197944704,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 64,
+                        "3": 64
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9969959117864308,
+                "total_bits": 254402048,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.997118861659577,
+                "total_bits": 254567808,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9973224285793932,
+                "total_bits": 256707328,
+                "q_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9974652181722616,
+                "total_bits": 260323328,
+                "q_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.99753600829526,
+                "total_bits": 260859264,
+                "q_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9977155194470757,
+                "total_bits": 262998784,
+                "q_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9979039497281376,
+                "total_bits": 267385856,
+                "q_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 64
+                    },
+                    "bits": [
+                        5
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9980722924596385,
+                "total_bits": 271333376,
+                "q_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 32
+                    },
+                    "bits": [
+                        5
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.998850433842132,
+                "total_bits": 328326656,
+                "q_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9990408042151677,
+                "total_bits": 334247936,
+                "q_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9992315187364033,
+                "total_bits": 380231168,
+                "q_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9994840192069349,
+                "total_bits": 396638208,
+                "q_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "8": 32
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9997827157035077,
+                "total_bits": 506060288,
+                "q_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            }
+        ],
+        "model.layers.19.mlp": [
+            {
+                "accuracy": 0.9806428881067979,
+                "total_bits": 949080864,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        6,
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.2,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.981290589821966,
+                "total_bits": 984470304,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        6,
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.2,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9838480761176661,
+                "total_bits": 1098596352,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.3,
+                        0.7
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        5,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9845608864959917,
+                "total_bits": 1232945152,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.3,
+                        0.7
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9904100894927979,
+                "total_bits": 1389202864,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        8,
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9912226678509461,
+                "total_bits": 1428217344,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        8,
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9922382839416203,
+                "total_bits": 1535687344,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9950665949206603,
+                "total_bits": 1755980848,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9955143752066713,
+                "total_bits": 1781882368,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9951255160727,
+                "total_bits": 1806667184,
+                "gate_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9957593655899951,
+                "total_bits": 1845681664,
+                "gate_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        8,
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9975171712668318,
+                "total_bits": 2224131504,
+                "gate_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        8,
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9978870261264475,
+                "total_bits": 2263145984,
+                "gate_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        8,
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9986652098596096,
+                "total_bits": 2577632688,
+                "gate_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9987274127963343,
+                "total_bits": 2662414208,
+                "gate_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.15,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9989265607375848,
+                "total_bits": 2902275968,
+                "gate_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9996456300937816,
+                "total_bits": 3411883904,
+                "gate_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            }
+        ],
+        "model.layers.20.self_attn": [
+            {
+                "accuracy": 0.988120340202984,
+                "total_bits": 133692416,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9889796831105885,
+                "total_bits": 137624576,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9898838557695088,
+                "total_bits": 141915264,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9924363423334924,
+                "total_bits": 167308544,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9941130229517033,
+                "total_bits": 197778944,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9942132077719036,
+                "total_bits": 197944704,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 64,
+                        "3": 64
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9964107792628439,
+                "total_bits": 254402048,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9965286388208991,
+                "total_bits": 254567808,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9967418060098824,
+                "total_bits": 256707328,
+                "q_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9969605132937431,
+                "total_bits": 260323328,
+                "q_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9970435521712429,
+                "total_bits": 260859264,
+                "q_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9972927384078503,
+                "total_bits": 262998784,
+                "q_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9974900917395165,
+                "total_bits": 267385856,
+                "q_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 64
+                    },
+                    "bits": [
+                        5
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9977347090056068,
+                "total_bits": 271333376,
+                "q_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 32
+                    },
+                    "bits": [
+                        5
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9986348035500238,
+                "total_bits": 328326656,
+                "q_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9988689177522534,
+                "total_bits": 334247936,
+                "q_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9990685276295009,
+                "total_bits": 380231168,
+                "q_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9993682279692668,
+                "total_bits": 396638208,
+                "q_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "8": 32
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9997455460558596,
+                "total_bits": 506060288,
+                "q_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            }
+        ],
+        "model.layers.20.mlp": [
+            {
+                "accuracy": 0.9809442335053494,
+                "total_bits": 949080864,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        6,
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.2,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9816043423978906,
+                "total_bits": 984470304,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        6,
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.2,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9842038609479603,
+                "total_bits": 1098596352,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.3,
+                        0.7
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        5,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9849314736692529,
+                "total_bits": 1232945152,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.3,
+                        0.7
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9905718125795063,
+                "total_bits": 1389202864,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        8,
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9913720323851234,
+                "total_bits": 1428217344,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        8,
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9924123773449346,
+                "total_bits": 1535687344,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9951400388228265,
+                "total_bits": 1755980848,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9955824770425495,
+                "total_bits": 1781882368,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9952079532177824,
+                "total_bits": 1806667184,
+                "gate_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.995832508331851,
+                "total_bits": 1845681664,
+                "gate_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        8,
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9975598764262701,
+                "total_bits": 2224131504,
+                "gate_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        8,
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9979235422062246,
+                "total_bits": 2263145984,
+                "gate_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        8,
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9986839892440721,
+                "total_bits": 2577632688,
+                "gate_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9987496339568966,
+                "total_bits": 2662414208,
+                "gate_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.15,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9989533502804605,
+                "total_bits": 2902275968,
+                "gate_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9996487413729099,
+                "total_bits": 3411883904,
+                "gate_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            }
+        ],
+        "model.layers.21.self_attn": [
+            {
+                "accuracy": 0.9870718968541998,
+                "total_bits": 133692416,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9878590961820201,
+                "total_bits": 137624576,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9888843956746554,
+                "total_bits": 141915264,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9912436322162026,
+                "total_bits": 167308544,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9936351062435853,
+                "total_bits": 197778944,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9937290737503454,
+                "total_bits": 197944704,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 64,
+                        "3": 64
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9963945452319948,
+                "total_bits": 254402048,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9964808292294803,
+                "total_bits": 254567808,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.996753419308286,
+                "total_bits": 256707328,
+                "q_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9969625943585446,
+                "total_bits": 260323328,
+                "q_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9968569286559757,
+                "total_bits": 260859264,
+                "q_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9971679774554152,
+                "total_bits": 262998784,
+                "q_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9974345500139814,
+                "total_bits": 267385856,
+                "q_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 64
+                    },
+                    "bits": [
+                        5
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9976520065806413,
+                "total_bits": 271333376,
+                "q_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 32
+                    },
+                    "bits": [
+                        5
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9985938662369,
+                "total_bits": 328326656,
+                "q_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9988306185328647,
+                "total_bits": 334247936,
+                "q_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9990896969837578,
+                "total_bits": 380231168,
+                "q_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9993599214542069,
+                "total_bits": 396638208,
+                "q_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "8": 32
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9997489304330788,
+                "total_bits": 506060288,
+                "q_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            }
+        ],
+        "model.layers.21.mlp": [
+            {
+                "accuracy": 0.9812395839314711,
+                "total_bits": 949080864,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        6,
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.2,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9819078272894809,
+                "total_bits": 984470304,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        6,
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.2,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9845457578960218,
+                "total_bits": 1098596352,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.3,
+                        0.7
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        5,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9852829293200844,
+                "total_bits": 1232945152,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.3,
+                        0.7
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9907248726016596,
+                "total_bits": 1389202864,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        8,
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9915076431475187,
+                "total_bits": 1428217344,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        8,
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9925601513762223,
+                "total_bits": 1535687344,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9952020907872602,
+                "total_bits": 1755980848,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9956408593999712,
+                "total_bits": 1781882368,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9952851369192726,
+                "total_bits": 1806667184,
+                "gate_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9958944069711786,
+                "total_bits": 1845681664,
+                "gate_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        8,
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9975988133565376,
+                "total_bits": 2224131504,
+                "gate_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        8,
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9979560502657765,
+                "total_bits": 2263145984,
+                "gate_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        8,
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.998703564468183,
+                "total_bits": 2577632688,
+                "gate_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9987679037608599,
+                "total_bits": 2662414208,
+                "gate_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.15,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.998974231512923,
+                "total_bits": 2902275968,
+                "gate_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9996549017286223,
+                "total_bits": 3411883904,
+                "gate_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            }
+        ],
+        "model.layers.22.self_attn": [
+            {
+                "accuracy": 0.9866533938207125,
+                "total_bits": 133692416,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9874635550536608,
+                "total_bits": 137624576,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9883374807081724,
+                "total_bits": 141915264,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9913974945482454,
+                "total_bits": 167308544,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9932035890064741,
+                "total_bits": 197778944,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9932964044181924,
+                "total_bits": 197944704,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 64,
+                        "3": 64
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9961112816082803,
+                "total_bits": 254402048,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9962045675829837,
+                "total_bits": 254567808,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9964655320111074,
+                "total_bits": 256707328,
+                "q_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9967341811249131,
+                "total_bits": 260323328,
+                "q_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9966231517885861,
+                "total_bits": 260859264,
+                "q_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9969080308158147,
+                "total_bits": 262998784,
+                "q_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9971724681948361,
+                "total_bits": 267385856,
+                "q_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 64
+                    },
+                    "bits": [
+                        5
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9974297579181822,
+                "total_bits": 271333376,
+                "q_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 32
+                    },
+                    "bits": [
+                        5
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9984379135268299,
+                "total_bits": 328326656,
+                "q_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9987136912777236,
+                "total_bits": 334247936,
+                "q_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9990007234247107,
+                "total_bits": 380231168,
+                "q_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9993162751687985,
+                "total_bits": 396638208,
+                "q_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "8": 32
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9997273969316953,
+                "total_bits": 506060288,
+                "q_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            }
+        ],
+        "model.layers.22.mlp": [
+            {
+                "accuracy": 0.9805398426557842,
+                "total_bits": 949080864,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        6,
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.2,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.981204585025185,
+                "total_bits": 984470304,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        6,
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.2,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9838941677620536,
+                "total_bits": 1098596352,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.3,
+                        0.7
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        5,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9846435534326654,
+                "total_bits": 1232945152,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.3,
+                        0.7
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9903336559471331,
+                "total_bits": 1389202864,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        8,
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9911618530750275,
+                "total_bits": 1428217344,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        8,
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9922357538813039,
+                "total_bits": 1535687344,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9949991938314939,
+                "total_bits": 1755980848,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9954609000369122,
+                "total_bits": 1781882368,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9950742372556737,
+                "total_bits": 1806667184,
+                "gate_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9957156389167434,
+                "total_bits": 1845681664,
+                "gate_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        8,
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9974860037235838,
+                "total_bits": 2224131504,
+                "gate_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        8,
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9978633585729098,
+                "total_bits": 2263145984,
+                "gate_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        8,
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9986442052023975,
+                "total_bits": 2577632688,
+                "gate_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9987086681158919,
+                "total_bits": 2662414208,
+                "gate_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.15,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9989179310045744,
+                "total_bits": 2902275968,
+                "gate_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9996371839293524,
+                "total_bits": 3411883904,
+                "gate_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            }
+        ],
+        "model.layers.23.self_attn": [
+            {
+                "accuracy": 0.9867418973069442,
+                "total_bits": 133692416,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9874870055600217,
+                "total_bits": 137624576,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9886872791930249,
+                "total_bits": 141915264,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.991421177983284,
+                "total_bits": 167308544,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9930998408480695,
+                "total_bits": 197778944,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9932098961190173,
+                "total_bits": 197944704,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 64,
+                        "3": 64
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9961525903720605,
+                "total_bits": 254402048,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.996243465495737,
+                "total_bits": 254567808,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9965500404175959,
+                "total_bits": 256707328,
+                "q_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.996799965242022,
+                "total_bits": 260323328,
+                "q_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9966508448123932,
+                "total_bits": 260859264,
+                "q_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9969068993079034,
+                "total_bits": 262998784,
+                "q_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.99725691229105,
+                "total_bits": 267385856,
+                "q_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 64
+                    },
+                    "bits": [
+                        5
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9975012019276619,
+                "total_bits": 271333376,
+                "q_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 32
+                    },
+                    "bits": [
+                        5
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9985087321777093,
+                "total_bits": 328326656,
+                "q_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9987627005106524,
+                "total_bits": 334247936,
+                "q_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9990196114307955,
+                "total_bits": 380231168,
+                "q_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9993419432522435,
+                "total_bits": 396638208,
+                "q_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "8": 32
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9997341688232202,
+                "total_bits": 506060288,
+                "q_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            }
+        ],
+        "model.layers.23.mlp": [
+            {
+                "accuracy": 0.9799287005474693,
+                "total_bits": 949080864,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        6,
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.2,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9806128379545713,
+                "total_bits": 984470304,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        6,
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.2,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9833224384408248,
+                "total_bits": 1098596352,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.3,
+                        0.7
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        5,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9840670698567441,
+                "total_bits": 1232945152,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.3,
+                        0.7
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9899949133396149,
+                "total_bits": 1389202864,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        8,
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9908975660800934,
+                "total_bits": 1428217344,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        8,
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9919600557339819,
+                "total_bits": 1535687344,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9948026051646784,
+                "total_bits": 1755980848,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.99529955732195,
+                "total_bits": 1781882368,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9948871300408715,
+                "total_bits": 1806667184,
+                "gate_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9955734045881974,
+                "total_bits": 1845681664,
+                "gate_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        8,
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9973791294584149,
+                "total_bits": 2224131504,
+                "gate_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        8,
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9977897050741472,
+                "total_bits": 2263145984,
+                "gate_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        8,
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9985780628692162,
+                "total_bits": 2577632688,
+                "gate_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9986503345793799,
+                "total_bits": 2662414208,
+                "gate_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.15,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9988574144479475,
+                "total_bits": 2902275968,
+                "gate_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.99961435508081,
+                "total_bits": 3411883904,
+                "gate_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            }
+        ],
+        "model.layers.24.self_attn": [
+            {
+                "accuracy": 0.9873424862560473,
+                "total_bits": 133692416,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.988164622532694,
+                "total_bits": 137624576,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9892020421592813,
+                "total_bits": 141915264,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9919875217111487,
+                "total_bits": 167308544,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9936591053479596,
+                "total_bits": 197778944,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9937108359054515,
+                "total_bits": 197944704,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 64,
+                        "3": 64
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9961994149182972,
+                "total_bits": 254402048,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9962235430353567,
+                "total_bits": 254567808,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9965784898714015,
+                "total_bits": 256707328,
+                "q_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9967638654144186,
+                "total_bits": 260323328,
+                "q_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9968559381208921,
+                "total_bits": 260859264,
+                "q_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9970908102236296,
+                "total_bits": 262998784,
+                "q_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9973167012396612,
+                "total_bits": 267385856,
+                "q_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 64
+                    },
+                    "bits": [
+                        5
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9975443327505338,
+                "total_bits": 271333376,
+                "q_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 32
+                    },
+                    "bits": [
+                        5
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9985222286103588,
+                "total_bits": 328326656,
+                "q_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9987725287087654,
+                "total_bits": 334247936,
+                "q_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9990226782270168,
+                "total_bits": 380231168,
+                "q_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9993201903998852,
+                "total_bits": 396638208,
+                "q_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "8": 32
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.999729269527291,
+                "total_bits": 506060288,
+                "q_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            }
+        ],
+        "model.layers.24.mlp": [
+            {
+                "accuracy": 0.9798955321311951,
+                "total_bits": 949080864,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        6,
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.2,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9805738957304704,
+                "total_bits": 984470304,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        6,
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.2,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9833631531188363,
+                "total_bits": 1098596352,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.3,
+                        0.7
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        5,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9841298147251731,
+                "total_bits": 1232945152,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.3,
+                        0.7
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9900400779749218,
+                "total_bits": 1389202864,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        8,
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9908714129736549,
+                "total_bits": 1428217344,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        8,
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.991982827061101,
+                "total_bits": 1535687344,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9948630297654554,
+                "total_bits": 1755980848,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9953269805563124,
+                "total_bits": 1781882368,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9949327852380904,
+                "total_bits": 1806667184,
+                "gate_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9955849396555048,
+                "total_bits": 1845681664,
+                "gate_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        8,
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9974167325386876,
+                "total_bits": 2224131504,
+                "gate_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        8,
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9978004076371068,
+                "total_bits": 2263145984,
+                "gate_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        8,
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9986099642946532,
+                "total_bits": 2577632688,
+                "gate_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9986740654628528,
+                "total_bits": 2662414208,
+                "gate_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.15,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9988875506739867,
+                "total_bits": 2902275968,
+                "gate_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9996311100150802,
+                "total_bits": 3411883904,
+                "gate_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            }
+        ],
+        "model.layers.25.self_attn": [
+            {
+                "accuracy": 0.9881659832439924,
+                "total_bits": 133692416,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9887501024886182,
+                "total_bits": 137624576,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9896656510077024,
+                "total_bits": 141915264,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9918618860997652,
+                "total_bits": 167308544,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.993959590792656,
+                "total_bits": 197778944,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9940655360880651,
+                "total_bits": 197944704,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 64,
+                        "3": 64
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.99623092263937,
+                "total_bits": 254402048,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9963978560347306,
+                "total_bits": 254567808,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9966939432840598,
+                "total_bits": 256707328,
+                "q_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9970100565176261,
+                "total_bits": 260323328,
+                "q_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9970687027824553,
+                "total_bits": 260859264,
+                "q_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9972707644889229,
+                "total_bits": 262998784,
+                "q_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9974548444151878,
+                "total_bits": 267385856,
+                "q_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 64
+                    },
+                    "bits": [
+                        5
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9977252010844255,
+                "total_bits": 271333376,
+                "q_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 32
+                    },
+                    "bits": [
+                        5
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9986135978251696,
+                "total_bits": 328326656,
+                "q_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9988566040992737,
+                "total_bits": 334247936,
+                "q_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9990568917832876,
+                "total_bits": 380231168,
+                "q_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.999369287226153,
+                "total_bits": 396638208,
+                "q_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "8": 32
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9997356538905909,
+                "total_bits": 506060288,
+                "q_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            }
+        ],
+        "model.layers.25.mlp": [
+            {
+                "accuracy": 0.9792827461895189,
+                "total_bits": 949080864,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        6,
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.2,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.979979860155206,
+                "total_bits": 984470304,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        6,
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.2,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9828784763813019,
+                "total_bits": 1098596352,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.3,
+                        0.7
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        5,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9836768602070055,
+                "total_bits": 1232945152,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.3,
+                        0.7
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9897337446087285,
+                "total_bits": 1389202864,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        8,
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9905907582295569,
+                "total_bits": 1428217344,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        8,
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9917599409818649,
+                "total_bits": 1535687344,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9947134123036736,
+                "total_bits": 1755980848,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9951907537485424,
+                "total_bits": 1781882368,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9947861393815592,
+                "total_bits": 1806667184,
+                "gate_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9954540333465526,
+                "total_bits": 1845681664,
+                "gate_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        8,
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9973471378417391,
+                "total_bits": 2224131504,
+                "gate_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        8,
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9977362557853523,
+                "total_bits": 2263145984,
+                "gate_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        8,
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9985740066162849,
+                "total_bits": 2577632688,
+                "gate_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9986409129280793,
+                "total_bits": 2662414208,
+                "gate_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.15,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9988651678554321,
+                "total_bits": 2902275968,
+                "gate_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9996222237027005,
+                "total_bits": 3411883904,
+                "gate_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            }
+        ],
+        "model.layers.26.self_attn": [
+            {
+                "accuracy": 0.986650614362014,
+                "total_bits": 133692416,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9872642488856065,
+                "total_bits": 137624576,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.988217465187374,
+                "total_bits": 141915264,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9907030165195465,
+                "total_bits": 167308544,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9931814035302714,
+                "total_bits": 197778944,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9932635685330943,
+                "total_bits": 197944704,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 64,
+                        "3": 64
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9957142197772076,
+                "total_bits": 254402048,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9958062395453453,
+                "total_bits": 254567808,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9963946283647889,
+                "total_bits": 256707328,
+                "q_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9966680497715348,
+                "total_bits": 260323328,
+                "q_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9966865781890718,
+                "total_bits": 260859264,
+                "q_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9969569791696573,
+                "total_bits": 262998784,
+                "q_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9971402616877305,
+                "total_bits": 267385856,
+                "q_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 64
+                    },
+                    "bits": [
+                        5
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9973826702488097,
+                "total_bits": 271333376,
+                "q_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 32
+                    },
+                    "bits": [
+                        5
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9984299145442875,
+                "total_bits": 328326656,
+                "q_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9986936591173473,
+                "total_bits": 334247936,
+                "q_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9989728402150305,
+                "total_bits": 380231168,
+                "q_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9992810388242728,
+                "total_bits": 396638208,
+                "q_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "8": 32
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9997158821329082,
+                "total_bits": 506060288,
+                "q_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            }
+        ],
+        "model.layers.26.mlp": [
+            {
+                "accuracy": 0.978547747197904,
+                "total_bits": 949080864,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        6,
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.2,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9792848166666532,
+                "total_bits": 984470304,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        6,
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.2,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9823059878851238,
+                "total_bits": 1098596352,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.3,
+                        0.7
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        5,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9831466251298001,
+                "total_bits": 1232945152,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.3,
+                        0.7
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9893102661559456,
+                "total_bits": 1389202864,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        8,
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9902402209608179,
+                "total_bits": 1428217344,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        8,
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9914571572291223,
+                "total_bits": 1535687344,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9944681952658453,
+                "total_bits": 1755980848,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9949838056376106,
+                "total_bits": 1781882368,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9945535432351263,
+                "total_bits": 1806667184,
+                "gate_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9952724846570116,
+                "total_bits": 1845681664,
+                "gate_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        8,
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9972209673570959,
+                "total_bits": 2224131504,
+                "gate_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        8,
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9976432025432587,
+                "total_bits": 2263145984,
+                "gate_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        8,
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9984991994539374,
+                "total_bits": 2577632688,
+                "gate_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9985751388104338,
+                "total_bits": 2662414208,
+                "gate_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.15,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9988106518591705,
+                "total_bits": 2902275968,
+                "gate_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9996017055144828,
+                "total_bits": 3411883904,
+                "gate_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            }
+        ],
+        "model.layers.27.self_attn": [
+            {
+                "accuracy": 0.9833981865330746,
+                "total_bits": 133692416,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9844421838459215,
+                "total_bits": 137624576,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9859475289520464,
+                "total_bits": 141915264,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9895622824367724,
+                "total_bits": 167308544,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9917419497904024,
+                "total_bits": 197778944,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9918412738724759,
+                "total_bits": 197944704,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 64,
+                        "3": 64
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.995085820555687,
+                "total_bits": 254402048,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9951585393987203,
+                "total_bits": 254567808,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9953972442369712,
+                "total_bits": 256707328,
+                "q_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9957428445157251,
+                "total_bits": 260323328,
+                "q_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9959328876514184,
+                "total_bits": 260859264,
+                "q_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.996199734901127,
+                "total_bits": 262998784,
+                "q_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9965370603297886,
+                "total_bits": 267385856,
+                "q_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 64
+                    },
+                    "bits": [
+                        5
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9968591977499033,
+                "total_bits": 271333376,
+                "q_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 32
+                    },
+                    "bits": [
+                        5
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9981401045071451,
+                "total_bits": 328326656,
+                "q_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9984170764096474,
+                "total_bits": 334247936,
+                "q_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9987580283103805,
+                "total_bits": 380231168,
+                "q_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9991347523112046,
+                "total_bits": 396638208,
+                "q_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "8": 32
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9996629575708587,
+                "total_bits": 506060288,
+                "q_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            }
+        ],
+        "model.layers.27.mlp": [
+            {
+                "accuracy": 0.9774727789979232,
+                "total_bits": 949080864,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        6,
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.2,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9782489585249048,
+                "total_bits": 984470304,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        6,
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.2,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9814957568519994,
+                "total_bits": 1098596352,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.3,
+                        0.7
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        5,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9824095650723106,
+                "total_bits": 1232945152,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.3,
+                        0.7
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9887400528318003,
+                "total_bits": 1389202864,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        8,
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9897407857995284,
+                "total_bits": 1428217344,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        8,
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9910505343424646,
+                "total_bits": 1535687344,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9941406830361015,
+                "total_bits": 1755980848,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.994705566842305,
+                "total_bits": 1781882368,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9942500634413016,
+                "total_bits": 1806667184,
+                "gate_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.995019003356758,
+                "total_bits": 1845681664,
+                "gate_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        8,
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9970595503323957,
+                "total_bits": 2224131504,
+                "gate_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        8,
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9975147174769327,
+                "total_bits": 2263145984,
+                "gate_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        8,
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9984058930881714,
+                "total_bits": 2577632688,
+                "gate_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9984913285037404,
+                "total_bits": 2662414208,
+                "gate_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.15,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9987500696197936,
+                "total_bits": 2902275968,
+                "gate_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9995754425855059,
+                "total_bits": 3411883904,
+                "gate_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            }
+        ],
+        "model.layers.28.self_attn": [
+            {
+                "accuracy": 0.9838414035345379,
+                "total_bits": 133692416,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9848408714721077,
+                "total_bits": 137624576,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.986316696593636,
+                "total_bits": 141915264,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9897812636275041,
+                "total_bits": 167308544,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.991831082262491,
+                "total_bits": 197778944,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9919453553463283,
+                "total_bits": 197944704,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 64,
+                        "3": 64
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9950992316007614,
+                "total_bits": 254402048,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9951844085988245,
+                "total_bits": 254567808,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9956066561372656,
+                "total_bits": 256707328,
+                "q_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9958697051594132,
+                "total_bits": 260323328,
+                "q_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9959606406720061,
+                "total_bits": 260859264,
+                "q_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.99626091240268,
+                "total_bits": 262998784,
+                "q_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9965914354512566,
+                "total_bits": 267385856,
+                "q_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 64
+                    },
+                    "bits": [
+                        5
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9968579909519145,
+                "total_bits": 271333376,
+                "q_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 32
+                    },
+                    "bits": [
+                        5
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9981305391380662,
+                "total_bits": 328326656,
+                "q_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9984235385138738,
+                "total_bits": 334247936,
+                "q_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9987413491073408,
+                "total_bits": 380231168,
+                "q_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9991496577858925,
+                "total_bits": 396638208,
+                "q_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "8": 32
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9996605175302217,
+                "total_bits": 506060288,
+                "q_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            }
+        ],
+        "model.layers.28.mlp": [
+            {
+                "accuracy": 0.976446796404688,
+                "total_bits": 949080864,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        6,
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.2,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9772957704569164,
+                "total_bits": 984470304,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        6,
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.2,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9806248357421473,
+                "total_bits": 1098596352,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.3,
+                        0.7
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        5,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9815660072000403,
+                "total_bits": 1232945152,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.3,
+                        0.7
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.988253556584057,
+                "total_bits": 1389202864,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        8,
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9892913534453041,
+                "total_bits": 1428217344,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        8,
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9906244905371415,
+                "total_bits": 1535687344,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9938749655296928,
+                "total_bits": 1755980848,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9944547591240782,
+                "total_bits": 1781882368,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9940132620303255,
+                "total_bits": 1806667184,
+                "gate_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9948111062771395,
+                "total_bits": 1845681664,
+                "gate_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        8,
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9969463171927553,
+                "total_bits": 2224131504,
+                "gate_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        8,
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9974118477027667,
+                "total_bits": 2263145984,
+                "gate_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        8,
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9983307874124301,
+                "total_bits": 2577632688,
+                "gate_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9984355635548893,
+                "total_bits": 2662414208,
+                "gate_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.15,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9987042846256181,
+                "total_bits": 2902275968,
+                "gate_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9995540933879582,
+                "total_bits": 3411883904,
+                "gate_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            }
+        ],
+        "model.layers.29.self_attn": [
+            {
+                "accuracy": 0.981086076874482,
+                "total_bits": 133692416,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9838077771036249,
+                "total_bits": 137624576,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9853170137656363,
+                "total_bits": 141915264,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9887014729411978,
+                "total_bits": 167308544,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9908973064861799,
+                "total_bits": 197778944,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9910712618576852,
+                "total_bits": 197944704,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 64,
+                        "3": 64
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9942654241856775,
+                "total_bits": 254402048,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.994400540072667,
+                "total_bits": 254567808,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9950868722639585,
+                "total_bits": 256707328,
+                "q_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.995458189986254,
+                "total_bits": 260323328,
+                "q_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9956379113228697,
+                "total_bits": 260859264,
+                "q_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.995918688413344,
+                "total_bits": 262998784,
+                "q_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9962393884596071,
+                "total_bits": 267385856,
+                "q_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 64
+                    },
+                    "bits": [
+                        5
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9966277531103084,
+                "total_bits": 271333376,
+                "q_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 32
+                    },
+                    "bits": [
+                        5
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9979543183979235,
+                "total_bits": 328326656,
+                "q_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9982968800162014,
+                "total_bits": 334247936,
+                "q_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9985736368322059,
+                "total_bits": 380231168,
+                "q_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9990879003154604,
+                "total_bits": 396638208,
+                "q_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "8": 32
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9996141389649558,
+                "total_bits": 506060288,
+                "q_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            }
+        ],
+        "model.layers.29.mlp": [
+            {
+                "accuracy": 0.9754137130160081,
+                "total_bits": 949080864,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        6,
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.2,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.976244971940392,
+                "total_bits": 984470304,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        6,
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.2,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9797111545738421,
+                "total_bits": 1098596352,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.3,
+                        0.7
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        5,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.980687533554278,
+                "total_bits": 1232945152,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.3,
+                        0.7
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9877284247624246,
+                "total_bits": 1389202864,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        8,
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9887980442298087,
+                "total_bits": 1428217344,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        8,
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9901838977085916,
+                "total_bits": 1535687344,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9936509869600597,
+                "total_bits": 1755980848,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.994244648437751,
+                "total_bits": 1781882368,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9937539265344018,
+                "total_bits": 1806667184,
+                "gate_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9945784571923708,
+                "total_bits": 1845681664,
+                "gate_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        8,
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9968178562427822,
+                "total_bits": 2224131504,
+                "gate_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        8,
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9972982706600114,
+                "total_bits": 2263145984,
+                "gate_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        8,
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9982786762871241,
+                "total_bits": 2577632688,
+                "gate_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9983683805912733,
+                "total_bits": 2662414208,
+                "gate_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.15,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9986446076317838,
+                "total_bits": 2902275968,
+                "gate_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9995420741799631,
+                "total_bits": 3411883904,
+                "gate_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            }
+        ],
+        "model.layers.30.self_attn": [
+            {
+                "accuracy": 0.9795342448510622,
+                "total_bits": 133692416,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9815459172976645,
+                "total_bits": 137624576,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9835958433778662,
+                "total_bits": 141915264,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9879131364194971,
+                "total_bits": 167308544,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9900427986132471,
+                "total_bits": 197778944,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9901986961302004,
+                "total_bits": 197944704,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 64,
+                        "3": 64
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9941442953912836,
+                "total_bits": 254402048,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9943117832666949,
+                "total_bits": 254567808,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.994793713092804,
+                "total_bits": 256707328,
+                "q_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9951141641328209,
+                "total_bits": 260323328,
+                "q_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9950869965710138,
+                "total_bits": 260859264,
+                "q_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.995442986880478,
+                "total_bits": 262998784,
+                "q_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9959248959233886,
+                "total_bits": 267385856,
+                "q_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 64
+                    },
+                    "bits": [
+                        5
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9962690347119382,
+                "total_bits": 271333376,
+                "q_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 32
+                    },
+                    "bits": [
+                        5
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9977688658002176,
+                "total_bits": 328326656,
+                "q_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9981254086290535,
+                "total_bits": 334247936,
+                "q_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9985119020076174,
+                "total_bits": 380231168,
+                "q_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9989998153361835,
+                "total_bits": 396638208,
+                "q_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "8": 32
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9996027378365397,
+                "total_bits": 506060288,
+                "q_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            }
+        ],
+        "model.layers.30.mlp": [
+            {
+                "accuracy": 0.9745314842776248,
+                "total_bits": 949080864,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        6,
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.2,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9753719348656503,
+                "total_bits": 984470304,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        6,
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.2,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9789306395932248,
+                "total_bits": 1098596352,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.3,
+                        0.7
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        5,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9799259838305021,
+                "total_bits": 1232945152,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.3,
+                        0.7
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9873121114153611,
+                "total_bits": 1389202864,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        8,
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9883925781438225,
+                "total_bits": 1428217344,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        8,
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9898157825595454,
+                "total_bits": 1535687344,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9934520513603562,
+                "total_bits": 1755980848,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9940542292438055,
+                "total_bits": 1781882368,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.993552136578058,
+                "total_bits": 1806667184,
+                "gate_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9943901967061194,
+                "total_bits": 1845681664,
+                "gate_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        8,
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9967194891681797,
+                "total_bits": 2224131504,
+                "gate_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        8,
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9972069218362632,
+                "total_bits": 2263145984,
+                "gate_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        8,
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9982297153849351,
+                "total_bits": 2577632688,
+                "gate_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9983206061940444,
+                "total_bits": 2662414208,
+                "gate_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.15,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9986017375792328,
+                "total_bits": 2902275968,
+                "gate_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9995293314323613,
+                "total_bits": 3411883904,
+                "gate_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            }
+        ],
+        "model.layers.31.self_attn": [
+            {
+                "accuracy": 0.9798565146170164,
+                "total_bits": 133692416,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9808100869781092,
+                "total_bits": 137624576,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9823532480942575,
+                "total_bits": 141915264,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9858039256773496,
+                "total_bits": 167308544,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9897151510966452,
+                "total_bits": 197778944,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9898913361524281,
+                "total_bits": 197944704,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 64,
+                        "3": 64
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9944533717475439,
+                "total_bits": 254402048,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9946188169874643,
+                "total_bits": 254567808,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9951134916198882,
+                "total_bits": 256707328,
+                "q_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9953939710792742,
+                "total_bits": 260323328,
+                "q_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9951358225784803,
+                "total_bits": 260859264,
+                "q_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9955548573481409,
+                "total_bits": 262998784,
+                "q_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9960504060513095,
+                "total_bits": 267385856,
+                "q_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 64
+                    },
+                    "bits": [
+                        5
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9963272253149434,
+                "total_bits": 271333376,
+                "q_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 32
+                    },
+                    "bits": [
+                        5
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9978404890157675,
+                "total_bits": 328326656,
+                "q_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9982071963972167,
+                "total_bits": 334247936,
+                "q_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9986283179176482,
+                "total_bits": 380231168,
+                "q_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9990448995836472,
+                "total_bits": 396638208,
+                "q_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "8": 32
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9996299156919122,
+                "total_bits": 506060288,
+                "q_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            }
+        ],
+        "model.layers.31.mlp": [
+            {
+                "accuracy": 0.9734415662916083,
+                "total_bits": 949080864,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        6,
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.2,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9743263894005826,
+                "total_bits": 984470304,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        6,
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.2,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9779991570271944,
+                "total_bits": 1098596352,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.3,
+                        0.7
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        5,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9790241639865073,
+                "total_bits": 1232945152,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.3,
+                        0.7
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9868293577118924,
+                "total_bits": 1389202864,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        8,
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.987934664676064,
+                "total_bits": 1428217344,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        8,
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9893953909999446,
+                "total_bits": 1535687344,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9931956882539549,
+                "total_bits": 1755980848,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9938118049972936,
+                "total_bits": 1781882368,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9933101032909594,
+                "total_bits": 1806667184,
+                "gate_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9941705343754668,
+                "total_bits": 1845681664,
+                "gate_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        8,
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9965973268998297,
+                "total_bits": 2224131504,
+                "gate_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        8,
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9970972185072146,
+                "total_bits": 2263145984,
+                "gate_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        8,
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9981591719153681,
+                "total_bits": 2577632688,
+                "gate_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.998260526476722,
+                "total_bits": 2662414208,
+                "gate_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.15,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9985505348365558,
+                "total_bits": 2902275968,
+                "gate_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9995068565599228,
+                "total_bits": 3411883904,
+                "gate_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            }
+        ],
+        "model.layers.32.self_attn": [
+            {
+                "accuracy": 0.9818020510046106,
+                "total_bits": 133692416,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9828767117701078,
+                "total_bits": 137624576,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.984370231628418,
+                "total_bits": 141915264,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9886474766229328,
+                "total_bits": 167308544,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.990775894961859,
+                "total_bits": 197778944,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9909271433165199,
+                "total_bits": 197944704,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 64,
+                        "3": 64
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9944371679111531,
+                "total_bits": 254402048,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9945975055820063,
+                "total_bits": 254567808,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9950219922159848,
+                "total_bits": 256707328,
+                "q_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9953565632826403,
+                "total_bits": 260323328,
+                "q_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9953620916134432,
+                "total_bits": 260859264,
+                "q_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9957154322611658,
+                "total_bits": 262998784,
+                "q_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.996034306523047,
+                "total_bits": 267385856,
+                "q_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 64
+                    },
+                    "bits": [
+                        5
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.996406794378632,
+                "total_bits": 271333376,
+                "q_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 32
+                    },
+                    "bits": [
+                        5
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9978122883721402,
+                "total_bits": 328326656,
+                "q_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9981896483192318,
+                "total_bits": 334247936,
+                "q_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9985507845290398,
+                "total_bits": 380231168,
+                "q_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9989915307807294,
+                "total_bits": 396638208,
+                "q_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "8": 32
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9996064101394854,
+                "total_bits": 506060288,
+                "q_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            }
+        ],
+        "model.layers.32.mlp": [
+            {
+                "accuracy": 0.9719175351293463,
+                "total_bits": 949080864,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        6,
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.2,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9728270047589352,
+                "total_bits": 984470304,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        6,
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.2,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9767415115707799,
+                "total_bits": 1098596352,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.3,
+                        0.7
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        5,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9777920308865999,
+                "total_bits": 1232945152,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.3,
+                        0.7
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9861438054787485,
+                "total_bits": 1389202864,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        8,
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9873688150393335,
+                "total_bits": 1428217344,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        8,
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9888466353479185,
+                "total_bits": 1535687344,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9928588514265261,
+                "total_bits": 1755980848,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9935178721421644,
+                "total_bits": 1781882368,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9929322427824924,
+                "total_bits": 1806667184,
+                "gate_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9938780481093809,
+                "total_bits": 1845681664,
+                "gate_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        8,
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9963898505819472,
+                "total_bits": 2224131504,
+                "gate_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        8,
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9969459785834739,
+                "total_bits": 2263145984,
+                "gate_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        8,
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9980504291230127,
+                "total_bits": 2577632688,
+                "gate_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9981504157185555,
+                "total_bits": 2662414208,
+                "gate_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.15,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9984471044062,
+                "total_bits": 2902275968,
+                "gate_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9994819111337787,
+                "total_bits": 3411883904,
+                "gate_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            }
+        ],
+        "model.layers.33.self_attn": [
+            {
+                "accuracy": 0.9817322994533338,
+                "total_bits": 133692416,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9829186859883761,
+                "total_bits": 137624576,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9841174169590599,
+                "total_bits": 141915264,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9877250994506636,
+                "total_bits": 167308544,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9909918896461788,
+                "total_bits": 197778944,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9911602657092246,
+                "total_bits": 197944704,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 64,
+                        "3": 64
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9945751095288679,
+                "total_bits": 254402048,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9947667584607476,
+                "total_bits": 254567808,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9949774114709151,
+                "total_bits": 256707328,
+                "q_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9953487237033091,
+                "total_bits": 260323328,
+                "q_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9955190047621727,
+                "total_bits": 260859264,
+                "q_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9958703227733311,
+                "total_bits": 262998784,
+                "q_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9961114984593893,
+                "total_bits": 267385856,
+                "q_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 64
+                    },
+                    "bits": [
+                        5
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9964575971427717,
+                "total_bits": 271333376,
+                "q_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 32
+                    },
+                    "bits": [
+                        5
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9978588286199068,
+                "total_bits": 328326656,
+                "q_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9982290695372381,
+                "total_bits": 334247936,
+                "q_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9986108728733502,
+                "total_bits": 380231168,
+                "q_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9990185982498684,
+                "total_bits": 396638208,
+                "q_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "8": 32
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9996190386530208,
+                "total_bits": 506060288,
+                "q_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            }
+        ],
+        "model.layers.33.mlp": [
+            {
+                "accuracy": 0.9729056138741342,
+                "total_bits": 949080864,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        6,
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.2,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9737712113480819,
+                "total_bits": 984470304,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        6,
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.2,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.977558782226161,
+                "total_bits": 1098596352,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.3,
+                        0.7
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        5,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9785728658500471,
+                "total_bits": 1232945152,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.3,
+                        0.7
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.986587245213358,
+                "total_bits": 1389202864,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        8,
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9877658015803287,
+                "total_bits": 1428217344,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        8,
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9892162735524931,
+                "total_bits": 1535687344,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9930933337462576,
+                "total_bits": 1755980848,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9937351181318885,
+                "total_bits": 1781882368,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9931592000158209,
+                "total_bits": 1806667184,
+                "gate_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9940683135860845,
+                "total_bits": 1845681664,
+                "gate_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        8,
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9965043558101905,
+                "total_bits": 2224131504,
+                "gate_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        8,
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9970392735773012,
+                "total_bits": 2263145984,
+                "gate_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        8,
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9981158595336111,
+                "total_bits": 2577632688,
+                "gate_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9982046831987406,
+                "total_bits": 2662414208,
+                "gate_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.15,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9984976185583755,
+                "total_bits": 2902275968,
+                "gate_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9994979294899263,
+                "total_bits": 3411883904,
+                "gate_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            }
+        ],
+        "model.layers.34.self_attn": [
+            {
+                "accuracy": 0.9810288281817185,
+                "total_bits": 133692416,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9822040890392504,
+                "total_bits": 137624576,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9838139728495949,
+                "total_bits": 141915264,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9875157451943347,
+                "total_bits": 167308544,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9904799908399582,
+                "total_bits": 197778944,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9906699892721678,
+                "total_bits": 197944704,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 64,
+                        "3": 64
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9940691441297531,
+                "total_bits": 254402048,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9942481462892733,
+                "total_bits": 254567808,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9947251450074347,
+                "total_bits": 256707328,
+                "q_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9949497004088602,
+                "total_bits": 260323328,
+                "q_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9952602923700684,
+                "total_bits": 260859264,
+                "q_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9956211749660341,
+                "total_bits": 262998784,
+                "q_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9959291568712184,
+                "total_bits": 267385856,
+                "q_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 64
+                    },
+                    "bits": [
+                        5
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9962486220817817,
+                "total_bits": 271333376,
+                "q_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 32
+                    },
+                    "bits": [
+                        5
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9977615426637625,
+                "total_bits": 328326656,
+                "q_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9981553687861091,
+                "total_bits": 334247936,
+                "q_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9984416667568056,
+                "total_bits": 380231168,
+                "q_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9989509909952942,
+                "total_bits": 396638208,
+                "q_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "8": 32
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9995717280299256,
+                "total_bits": 506060288,
+                "q_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            }
+        ],
+        "model.layers.34.mlp": [
+            {
+                "accuracy": 0.9732106233897962,
+                "total_bits": 949080864,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        6,
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.2,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9741012861854151,
+                "total_bits": 984470304,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        6,
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.2,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.977835719522677,
+                "total_bits": 1098596352,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.3,
+                        0.7
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        5,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9788423839368319,
+                "total_bits": 1232945152,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.3,
+                        0.7
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9866926748501627,
+                "total_bits": 1389202864,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        8,
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9878775014689094,
+                "total_bits": 1428217344,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        8,
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9893176986982948,
+                "total_bits": 1535687344,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9931228709848303,
+                "total_bits": 1755980848,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9937659553007075,
+                "total_bits": 1781882368,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9932085291335457,
+                "total_bits": 1806667184,
+                "gate_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.99411733017156,
+                "total_bits": 1845681664,
+                "gate_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        8,
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9965303818646231,
+                "total_bits": 2224131504,
+                "gate_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        8,
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9970635879588755,
+                "total_bits": 2263145984,
+                "gate_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        8,
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.998122824257926,
+                "total_bits": 2577632688,
+                "gate_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9982197200389284,
+                "total_bits": 2662414208,
+                "gate_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.15,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9985063272087198,
+                "total_bits": 2902275968,
+                "gate_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9994992093232117,
+                "total_bits": 3411883904,
+                "gate_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            }
+        ],
+        "model.layers.35.self_attn": [
+            {
+                "accuracy": 0.9825933732484516,
+                "total_bits": 133692416,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9838594433508421,
+                "total_bits": 137624576,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.985133696543543,
+                "total_bits": 141915264,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9884458835187712,
+                "total_bits": 167308544,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9914399063900897,
+                "total_bits": 197778944,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9915151658811068,
+                "total_bits": 197944704,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 64,
+                        "3": 64
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9946346216295895,
+                "total_bits": 254402048,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9947089690126871,
+                "total_bits": 254567808,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9951898039955842,
+                "total_bits": 256707328,
+                "q_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9955332879173128,
+                "total_bits": 260323328,
+                "q_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9957016322173571,
+                "total_bits": 260859264,
+                "q_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9960104207459249,
+                "total_bits": 262998784,
+                "q_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9962214721660865,
+                "total_bits": 267385856,
+                "q_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 64
+                    },
+                    "bits": [
+                        5
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9965407217019483,
+                "total_bits": 271333376,
+                "q_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 32
+                    },
+                    "bits": [
+                        5
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9979345476941058,
+                "total_bits": 328326656,
+                "q_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9982738741918614,
+                "total_bits": 334247936,
+                "q_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9986269633824888,
+                "total_bits": 380231168,
+                "q_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9990270940684959,
+                "total_bits": 396638208,
+                "q_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "8": 32
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.99961424658173,
+                "total_bits": 506060288,
+                "q_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            }
+        ],
+        "model.layers.35.mlp": [
+            {
+                "accuracy": 0.97343510389328,
+                "total_bits": 949080864,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        6,
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.2,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9743628956769642,
+                "total_bits": 984470304,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        6,
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.2,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9781209842154854,
+                "total_bits": 1098596352,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.3,
+                        0.7
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        5,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9791405498981476,
+                "total_bits": 1232945152,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.3,
+                        0.7
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9867875874042511,
+                "total_bits": 1389202864,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        8,
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9879818088129947,
+                "total_bits": 1428217344,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        8,
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9894242827829561,
+                "total_bits": 1535687344,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9931597019496717,
+                "total_bits": 1755980848,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9938018455317146,
+                "total_bits": 1781882368,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.99325272754619,
+                "total_bits": 1806667184,
+                "gate_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9941635774938684,
+                "total_bits": 1845681664,
+                "gate_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        8,
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9965509333108601,
+                "total_bits": 2224131504,
+                "gate_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        8,
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9970870123882043,
+                "total_bits": 2263145984,
+                "gate_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        8,
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9981300101468438,
+                "total_bits": 2577632688,
+                "gate_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9982271951280142,
+                "total_bits": 2662414208,
+                "gate_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.15,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9985178421790663,
+                "total_bits": 2902275968,
+                "gate_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9995020039281562,
+                "total_bits": 3411883904,
+                "gate_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            }
+        ],
+        "model.layers.36.self_attn": [
+            {
+                "accuracy": 0.9811042594282251,
+                "total_bits": 133692416,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9822355195095664,
+                "total_bits": 137624576,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9836400982580686,
+                "total_bits": 141915264,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9876149955548739,
+                "total_bits": 167308544,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9904075421785054,
+                "total_bits": 197778944,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9905335785526979,
+                "total_bits": 197944704,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 64,
+                        "3": 64
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9940521277879414,
+                "total_bits": 254402048,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9941832619278055,
+                "total_bits": 254567808,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9947298329911733,
+                "total_bits": 256707328,
+                "q_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9949708800566824,
+                "total_bits": 260323328,
+                "q_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9952231931843256,
+                "total_bits": 260859264,
+                "q_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9955632635637334,
+                "total_bits": 262998784,
+                "q_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9958683683683998,
+                "total_bits": 267385856,
+                "q_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 64
+                    },
+                    "bits": [
+                        5
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9962291015606177,
+                "total_bits": 271333376,
+                "q_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 32
+                    },
+                    "bits": [
+                        5
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9977265200332591,
+                "total_bits": 328326656,
+                "q_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9981024971133784,
+                "total_bits": 334247936,
+                "q_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9984764491060847,
+                "total_bits": 380231168,
+                "q_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9989065169111678,
+                "total_bits": 396638208,
+                "q_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "8": 32
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9995836419494528,
+                "total_bits": 506060288,
+                "q_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            }
+        ],
+        "model.layers.36.mlp": [
+            {
+                "accuracy": 0.9736794735255995,
+                "total_bits": 949080864,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        6,
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.2,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9746785007025066,
+                "total_bits": 984470304,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        6,
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.2,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9784357908524965,
+                "total_bits": 1098596352,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.3,
+                        0.7
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        5,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9794599523669795,
+                "total_bits": 1232945152,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.3,
+                        0.7
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9869182164731779,
+                "total_bits": 1389202864,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        8,
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9881116183180558,
+                "total_bits": 1428217344,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        8,
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9895722693518588,
+                "total_bits": 1535687344,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9932214735369933,
+                "total_bits": 1755980848,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9938452545749513,
+                "total_bits": 1781882368,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9933245472217861,
+                "total_bits": 1806667184,
+                "gate_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9942280422700079,
+                "total_bits": 1845681664,
+                "gate_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        8,
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9965907115685312,
+                "total_bits": 2224131504,
+                "gate_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        8,
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9971191247827128,
+                "total_bits": 2263145984,
+                "gate_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        8,
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9981450330662099,
+                "total_bits": 2577632688,
+                "gate_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9982490527786707,
+                "total_bits": 2662414208,
+                "gate_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.15,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9985427823113767,
+                "total_bits": 2902275968,
+                "gate_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9995055486889262,
+                "total_bits": 3411883904,
+                "gate_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            }
+        ],
+        "model.layers.37.self_attn": [
+            {
+                "accuracy": 0.9803213492820138,
+                "total_bits": 133692416,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9828814126943287,
+                "total_bits": 137624576,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9840439275691384,
+                "total_bits": 141915264,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.98778929522163,
+                "total_bits": 167308544,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9909994225752982,
+                "total_bits": 197778944,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9911137489896071,
+                "total_bits": 197944704,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 64,
+                        "3": 64
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9946252080170732,
+                "total_bits": 254402048,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9947420864513046,
+                "total_bits": 254567808,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9951267034599656,
+                "total_bits": 256707328,
+                "q_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9954661452456525,
+                "total_bits": 260323328,
+                "q_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9955089574581698,
+                "total_bits": 260859264,
+                "q_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9958043580776766,
+                "total_bits": 262998784,
+                "q_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9960657867946123,
+                "total_bits": 267385856,
+                "q_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 64
+                    },
+                    "bits": [
+                        5
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.996351524011085,
+                "total_bits": 271333376,
+                "q_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 32
+                    },
+                    "bits": [
+                        5
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9978538616315314,
+                "total_bits": 328326656,
+                "q_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9981854171737244,
+                "total_bits": 334247936,
+                "q_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9986251211284023,
+                "total_bits": 380231168,
+                "q_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9990006758782425,
+                "total_bits": 396638208,
+                "q_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "8": 32
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9996237845993355,
+                "total_bits": 506060288,
+                "q_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            }
+        ],
+        "model.layers.37.mlp": [
+            {
+                "accuracy": 0.9743900095161638,
+                "total_bits": 949080864,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        6,
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.2,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9753945783564919,
+                "total_bits": 984470304,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        6,
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.2,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9792013184020394,
+                "total_bits": 1098596352,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.3,
+                        0.7
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        5,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9802286766077343,
+                "total_bits": 1232945152,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.3,
+                        0.7
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9873233014031461,
+                "total_bits": 1389202864,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        8,
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9884444020296398,
+                "total_bits": 1428217344,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        8,
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9899118213277114,
+                "total_bits": 1535687344,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9933849369224749,
+                "total_bits": 1755980848,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9940059969299718,
+                "total_bits": 1781882368,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9935308024287224,
+                "total_bits": 1806667184,
+                "gate_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9943902029802925,
+                "total_bits": 1845681664,
+                "gate_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        8,
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.996696830580109,
+                "total_bits": 2224131504,
+                "gate_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        8,
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9972000963201648,
+                "total_bits": 2263145984,
+                "gate_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        8,
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9981985566647429,
+                "total_bits": 2577632688,
+                "gate_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9983024730494148,
+                "total_bits": 2662414208,
+                "gate_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.15,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9985999540474854,
+                "total_bits": 2902275968,
+                "gate_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9995196369035464,
+                "total_bits": 3411883904,
+                "gate_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            }
+        ],
+        "model.layers.38.self_attn": [
+            {
+                "accuracy": 0.9812676592877037,
+                "total_bits": 133692416,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9822798873248854,
+                "total_bits": 137624576,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9835374904306311,
+                "total_bits": 141915264,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9875658162330326,
+                "total_bits": 167308544,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9903970094103562,
+                "total_bits": 197778944,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.990605387248491,
+                "total_bits": 197944704,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 64,
+                        "3": 64
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9942274513213258,
+                "total_bits": 254402048,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9944635943362587,
+                "total_bits": 254567808,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9949347067036127,
+                "total_bits": 256707328,
+                "q_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9952506689648879,
+                "total_bits": 260323328,
+                "q_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9952370387158895,
+                "total_bits": 260859264,
+                "q_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9955625279169333,
+                "total_bits": 262998784,
+                "q_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9958593813996566,
+                "total_bits": 267385856,
+                "q_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 64
+                    },
+                    "bits": [
+                        5
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9962149956508687,
+                "total_bits": 271333376,
+                "q_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 32
+                    },
+                    "bits": [
+                        5
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9977222371258234,
+                "total_bits": 328326656,
+                "q_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.998096199216027,
+                "total_bits": 334247936,
+                "q_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9985401934306872,
+                "total_bits": 380231168,
+                "q_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9989368952810764,
+                "total_bits": 396638208,
+                "q_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "8": 32
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9996018552858579,
+                "total_bits": 506060288,
+                "q_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            }
+        ],
+        "model.layers.38.mlp": [
+            {
+                "accuracy": 0.9735839774734095,
+                "total_bits": 949080864,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        6,
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.2,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9747220732663807,
+                "total_bits": 984470304,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        6,
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.2,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9782939929711191,
+                "total_bits": 1098596352,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.3,
+                        0.7
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        5,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.979255381383394,
+                "total_bits": 1232945152,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.3,
+                        0.7
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9872130830036966,
+                "total_bits": 1389202864,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        8,
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.988348735006232,
+                "total_bits": 1428217344,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        8,
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9897581683961969,
+                "total_bits": 1535687344,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9933422215675053,
+                "total_bits": 1755980848,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9939528887993411,
+                "total_bits": 1781882368,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9934732463014754,
+                "total_bits": 1806667184,
+                "gate_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9943477119270124,
+                "total_bits": 1845681664,
+                "gate_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        8,
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9966557167078319,
+                "total_bits": 2224131504,
+                "gate_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        8,
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9971614695693317,
+                "total_bits": 2263145984,
+                "gate_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        8,
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9981647053439366,
+                "total_bits": 2577632688,
+                "gate_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9982769254006838,
+                "total_bits": 2662414208,
+                "gate_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.15,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9985605992965008,
+                "total_bits": 2902275968,
+                "gate_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9994992194697261,
+                "total_bits": 3411883904,
+                "gate_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            }
+        ],
+        "model.layers.39.self_attn": [
+            {
+                "accuracy": 0.981790376336951,
+                "total_bits": 133692416,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9828457722538396,
+                "total_bits": 137624576,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9842963595139352,
+                "total_bits": 141915264,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9881552434281299,
+                "total_bits": 167308544,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9908291407321629,
+                "total_bits": 197778944,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9909435863557615,
+                "total_bits": 197944704,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 64,
+                        "3": 64
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9945226374425387,
+                "total_bits": 254402048,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9946212137216016,
+                "total_bits": 254567808,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9949908887869433,
+                "total_bits": 256707328,
+                "q_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9953280083442989,
+                "total_bits": 260323328,
+                "q_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9953645691275597,
+                "total_bits": 260859264,
+                "q_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9956907002549422,
+                "total_bits": 262998784,
+                "q_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9959976002573967,
+                "total_bits": 267385856,
+                "q_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 64
+                    },
+                    "bits": [
+                        5
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.996320798208839,
+                "total_bits": 271333376,
+                "q_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 32
+                    },
+                    "bits": [
+                        5
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.997813092250573,
+                "total_bits": 328326656,
+                "q_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9981459388999563,
+                "total_bits": 334247936,
+                "q_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.998569253439966,
+                "total_bits": 380231168,
+                "q_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.998976858626855,
+                "total_bits": 396638208,
+                "q_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "8": 32
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9996111551544776,
+                "total_bits": 506060288,
+                "q_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            }
+        ],
+        "model.layers.39.mlp": [
+            {
+                "accuracy": 0.9742535478190372,
+                "total_bits": 949080864,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        6,
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.2,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9751837473166617,
+                "total_bits": 984470304,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        6,
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.2,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9787376679872212,
+                "total_bits": 1098596352,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.3,
+                        0.7
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        5,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.979688895376105,
+                "total_bits": 1232945152,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.3,
+                        0.7
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9871327155514767,
+                "total_bits": 1389202864,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        8,
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9883563683221215,
+                "total_bits": 1428217344,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        8,
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9897082055869856,
+                "total_bits": 1535687344,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9932957299445805,
+                "total_bits": 1755980848,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9939446096357546,
+                "total_bits": 1781882368,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9934024881375464,
+                "total_bits": 1806667184,
+                "gate_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9943234610714411,
+                "total_bits": 1845681664,
+                "gate_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        8,
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.996615756107004,
+                "total_bits": 2224131504,
+                "gate_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        8,
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9971601151322064,
+                "total_bits": 2263145984,
+                "gate_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        8,
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9981495255702421,
+                "total_bits": 2577632688,
+                "gate_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9982598441603937,
+                "total_bits": 2662414208,
+                "gate_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.15,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9985325731533138,
+                "total_bits": 2902275968,
+                "gate_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9995023052355176,
+                "total_bits": 3411883904,
+                "gate_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            }
+        ],
+        "model.layers.40.self_attn": [
+            {
+                "accuracy": 0.9811031928187922,
+                "total_bits": 133692416,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9824782500141546,
+                "total_bits": 137624576,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.983817142875571,
+                "total_bits": 141915264,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9875735334659878,
+                "total_bits": 167308544,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9905660999448676,
+                "total_bits": 197778944,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.990723444443,
+                "total_bits": 197944704,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 64,
+                        "3": 64
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.994189688641774,
+                "total_bits": 254402048,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9943164128221964,
+                "total_bits": 254567808,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9947865064206877,
+                "total_bits": 256707328,
+                "q_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9950955886589853,
+                "total_bits": 260323328,
+                "q_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9952738026255056,
+                "total_bits": 260859264,
+                "q_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9955665751507408,
+                "total_bits": 262998784,
+                "q_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9958632768769013,
+                "total_bits": 267385856,
+                "q_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 64
+                    },
+                    "bits": [
+                        5
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9962676826276278,
+                "total_bits": 271333376,
+                "q_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 32
+                    },
+                    "bits": [
+                        5
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9977422956573335,
+                "total_bits": 328326656,
+                "q_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9981016820590747,
+                "total_bits": 334247936,
+                "q_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9984744443117004,
+                "total_bits": 380231168,
+                "q_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9988722263982421,
+                "total_bits": 396638208,
+                "q_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "8": 32
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9995757830574324,
+                "total_bits": 506060288,
+                "q_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            }
+        ],
+        "model.layers.40.mlp": [
+            {
+                "accuracy": 0.9749614910075539,
+                "total_bits": 949080864,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        6,
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.2,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.975835393918188,
+                "total_bits": 984470304,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        6,
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.2,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9793229871674588,
+                "total_bits": 1098596352,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.3,
+                        0.7
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        5,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9802557653502414,
+                "total_bits": 1232945152,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.3,
+                        0.7
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9875454510513105,
+                "total_bits": 1389202864,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        8,
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9886417396758732,
+                "total_bits": 1428217344,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        8,
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9899915794008657,
+                "total_bits": 1535687344,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9935412999046477,
+                "total_bits": 1755980848,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9941353205787508,
+                "total_bits": 1781882368,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9936416607938314,
+                "total_bits": 1806667184,
+                "gate_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9944826027280406,
+                "total_bits": 1845681664,
+                "gate_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        8,
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9967457440338636,
+                "total_bits": 2224131504,
+                "gate_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        8,
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9972428808871069,
+                "total_bits": 2263145984,
+                "gate_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        8,
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9982277037281739,
+                "total_bits": 2577632688,
+                "gate_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9983292853361682,
+                "total_bits": 2662414208,
+                "gate_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.15,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9986002865786615,
+                "total_bits": 2902275968,
+                "gate_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9995248940234122,
+                "total_bits": 3411883904,
+                "gate_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            }
+        ],
+        "model.layers.41.self_attn": [
+            {
+                "accuracy": 0.9823918750411585,
+                "total_bits": 133692416,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9831532334026537,
+                "total_bits": 137624576,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9843116794761858,
+                "total_bits": 141915264,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9875443075832567,
+                "total_bits": 167308544,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9905741387291959,
+                "total_bits": 197778944,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9908192596937481,
+                "total_bits": 197944704,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 64,
+                        "3": 64
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9940000454846182,
+                "total_bits": 254402048,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9943051467600622,
+                "total_bits": 254567808,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9950486507854963,
+                "total_bits": 256707328,
+                "q_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9953208757858527,
+                "total_bits": 260323328,
+                "q_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9954446762015945,
+                "total_bits": 260859264,
+                "q_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9958291469435943,
+                "total_bits": 262998784,
+                "q_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9960192579187845,
+                "total_bits": 267385856,
+                "q_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 64
+                    },
+                    "bits": [
+                        5
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9963583138428236,
+                "total_bits": 271333376,
+                "q_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 32
+                    },
+                    "bits": [
+                        5
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9977853543272144,
+                "total_bits": 328326656,
+                "q_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9981900737865975,
+                "total_bits": 334247936,
+                "q_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9985095864455951,
+                "total_bits": 380231168,
+                "q_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9989771172404289,
+                "total_bits": 396638208,
+                "q_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "8": 32
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9995646361555708,
+                "total_bits": 506060288,
+                "q_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            }
+        ],
+        "model.layers.41.mlp": [
+            {
+                "accuracy": 0.9740439151462755,
+                "total_bits": 949080864,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        6,
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.2,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9749682231953269,
+                "total_bits": 984470304,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        6,
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.2,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9786033881338019,
+                "total_bits": 1098596352,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.3,
+                        0.7
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        5,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9795858452194616,
+                "total_bits": 1232945152,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.3,
+                        0.7
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9870855674931878,
+                "total_bits": 1389202864,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        8,
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9882292645542246,
+                "total_bits": 1428217344,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        8,
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9896563283706966,
+                "total_bits": 1535687344,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9933169664520967,
+                "total_bits": 1755980848,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9939244142488429,
+                "total_bits": 1781882368,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9934146521907103,
+                "total_bits": 1806667184,
+                "gate_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9942834989020699,
+                "total_bits": 1845681664,
+                "gate_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        8,
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9966284471907114,
+                "total_bits": 2224131504,
+                "gate_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        8,
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9971427923362506,
+                "total_bits": 2263145984,
+                "gate_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        8,
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9981673330460724,
+                "total_bits": 2577632688,
+                "gate_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9982698773475069,
+                "total_bits": 2662414208,
+                "gate_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.15,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9985578536595169,
+                "total_bits": 2902275968,
+                "gate_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9995063566357681,
+                "total_bits": 3411883904,
+                "gate_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            }
+        ],
+        "model.layers.42.self_attn": [
+            {
+                "accuracy": 0.9829632075209367,
+                "total_bits": 133692416,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9837055504322052,
+                "total_bits": 137624576,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9846887855153335,
+                "total_bits": 141915264,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9878562202579096,
+                "total_bits": 167308544,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9913743828472338,
+                "total_bits": 197778944,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.991495859466101,
+                "total_bits": 197944704,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 64,
+                        "3": 64
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9946973700272409,
+                "total_bits": 254402048,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9948297244937796,
+                "total_bits": 254567808,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.995209802138178,
+                "total_bits": 256707328,
+                "q_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9956255755142162,
+                "total_bits": 260323328,
+                "q_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.995703316048572,
+                "total_bits": 260859264,
+                "q_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9959408629097437,
+                "total_bits": 262998784,
+                "q_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9961516747349187,
+                "total_bits": 267385856,
+                "q_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 64
+                    },
+                    "bits": [
+                        5
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9964932615035459,
+                "total_bits": 271333376,
+                "q_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 32
+                    },
+                    "bits": [
+                        5
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9978829139941617,
+                "total_bits": 328326656,
+                "q_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9982413771121126,
+                "total_bits": 334247936,
+                "q_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9986077997049219,
+                "total_bits": 380231168,
+                "q_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9989934798918272,
+                "total_bits": 396638208,
+                "q_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "8": 32
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.999623426873433,
+                "total_bits": 506060288,
+                "q_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            }
+        ],
+        "model.layers.42.mlp": [
+            {
+                "accuracy": 0.9730041403519479,
+                "total_bits": 949080864,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        6,
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.2,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9739979850618463,
+                "total_bits": 984470304,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        6,
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.2,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9777976541142714,
+                "total_bits": 1098596352,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.3,
+                        0.7
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        5,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9788459649211482,
+                "total_bits": 1232945152,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.3,
+                        0.7
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9864483240403628,
+                "total_bits": 1389202864,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        8,
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9877214659201471,
+                "total_bits": 1428217344,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        8,
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.98922298848629,
+                "total_bits": 1535687344,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9929342301268327,
+                "total_bits": 1755980848,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9936069626557199,
+                "total_bits": 1781882368,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9930726713255832,
+                "total_bits": 1806667184,
+                "gate_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9940259848770342,
+                "total_bits": 1845681664,
+                "gate_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        8,
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9964520778310927,
+                "total_bits": 2224131504,
+                "gate_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        8,
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9970061047688911,
+                "total_bits": 2263145984,
+                "gate_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        8,
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9980625994503498,
+                "total_bits": 2577632688,
+                "gate_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9981753392831275,
+                "total_bits": 2662414208,
+                "gate_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.15,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9984737427807168,
+                "total_bits": 2902275968,
+                "gate_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9994795161642527,
+                "total_bits": 3411883904,
+                "gate_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            }
+        ],
+        "model.layers.43.self_attn": [
+            {
+                "accuracy": 0.9789160348867115,
+                "total_bits": 133692416,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9801763625521409,
+                "total_bits": 137624576,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9820942172878667,
+                "total_bits": 141915264,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9862439381448846,
+                "total_bits": 167308544,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9893967807292938,
+                "total_bits": 197778944,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9896638471829263,
+                "total_bits": 197944704,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 64,
+                        "3": 64
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.993580585247592,
+                "total_bits": 254402048,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9938470172254663,
+                "total_bits": 254567808,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9942632592038104,
+                "total_bits": 256707328,
+                "q_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9945151856855342,
+                "total_bits": 260323328,
+                "q_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9947515314346865,
+                "total_bits": 260859264,
+                "q_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9950615442112872,
+                "total_bits": 262998784,
+                "q_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9955108228482699,
+                "total_bits": 267385856,
+                "q_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 64
+                    },
+                    "bits": [
+                        5
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9958999133423755,
+                "total_bits": 271333376,
+                "q_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 32
+                    },
+                    "bits": [
+                        5
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9975451815285181,
+                "total_bits": 328326656,
+                "q_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9979508040766967,
+                "total_bits": 334247936,
+                "q_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9983184027828669,
+                "total_bits": 380231168,
+                "q_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9988663694576213,
+                "total_bits": 396638208,
+                "q_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "8": 32
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9995393790794831,
+                "total_bits": 506060288,
+                "q_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            }
+        ],
+        "model.layers.43.mlp": [
+            {
+                "accuracy": 0.9710878102402938,
+                "total_bits": 949080864,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        6,
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.2,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9721832055794565,
+                "total_bits": 984470304,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        6,
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.2,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9762397533968875,
+                "total_bits": 1098596352,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.3,
+                        0.7
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        5,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9773822913044378,
+                "total_bits": 1232945152,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.3,
+                        0.7
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.985535381655944,
+                "total_bits": 1389202864,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        8,
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.98690759351379,
+                "total_bits": 1428217344,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        8,
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9885187564711821,
+                "total_bits": 1535687344,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9923315644264221,
+                "total_bits": 1755980848,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9930787039430518,
+                "total_bits": 1781882368,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9925911018722936,
+                "total_bits": 1806667184,
+                "gate_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9935987199607649,
+                "total_bits": 1845681664,
+                "gate_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        8,
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9962098210265762,
+                "total_bits": 2224131504,
+                "gate_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        8,
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.996816768654083,
+                "total_bits": 2263145984,
+                "gate_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        8,
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9978938890915168,
+                "total_bits": 2577632688,
+                "gate_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9980462444456,
+                "total_bits": 2662414208,
+                "gate_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.15,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9983715475781968,
+                "total_bits": 2902275968,
+                "gate_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9994037711600724,
+                "total_bits": 3411883904,
+                "gate_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            }
+        ],
+        "model.layers.44.self_attn": [
+            {
+                "accuracy": 0.9786001945796766,
+                "total_bits": 133692416,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9797094166278839,
+                "total_bits": 137624576,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9818166384571477,
+                "total_bits": 141915264,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9860105655695263,
+                "total_bits": 167308544,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9892308735533765,
+                "total_bits": 197778944,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9894933167256807,
+                "total_bits": 197944704,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 64,
+                        "3": 64
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9933313648951682,
+                "total_bits": 254402048,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9936398020700404,
+                "total_bits": 254567808,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9940970645923364,
+                "total_bits": 256707328,
+                "q_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9944624759648976,
+                "total_bits": 260323328,
+                "q_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9946181672184091,
+                "total_bits": 260859264,
+                "q_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9949807336455897,
+                "total_bits": 262998784,
+                "q_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9954498653349123,
+                "total_bits": 267385856,
+                "q_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 64
+                    },
+                    "bits": [
+                        5
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9958498662239627,
+                "total_bits": 271333376,
+                "q_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 32
+                    },
+                    "bits": [
+                        5
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9974554608526983,
+                "total_bits": 328326656,
+                "q_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9979017710215167,
+                "total_bits": 334247936,
+                "q_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9981973602583534,
+                "total_bits": 380231168,
+                "q_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9988055411530169,
+                "total_bits": 396638208,
+                "q_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "8": 32
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9995115285151099,
+                "total_bits": 506060288,
+                "q_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            }
+        ],
+        "model.layers.44.mlp": [
+            {
+                "accuracy": 0.9708957766231737,
+                "total_bits": 949080864,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        6,
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.2,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9720933280493084,
+                "total_bits": 984470304,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        6,
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.2,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9761626594945004,
+                "total_bits": 1098596352,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.3,
+                        0.7
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        5,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9773431326213636,
+                "total_bits": 1232945152,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.3,
+                        0.7
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9854915000890431,
+                "total_bits": 1389202864,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        8,
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9868174556054568,
+                "total_bits": 1428217344,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        8,
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9884271919727325,
+                "total_bits": 1535687344,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9923351297253057,
+                "total_bits": 1755980848,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9930636365162698,
+                "total_bits": 1781882368,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9925904164188787,
+                "total_bits": 1806667184,
+                "gate_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9936030193379051,
+                "total_bits": 1845681664,
+                "gate_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        8,
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9962161328447493,
+                "total_bits": 2224131504,
+                "gate_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        8,
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9968050771245831,
+                "total_bits": 2263145984,
+                "gate_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        8,
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9978928432652825,
+                "total_bits": 2577632688,
+                "gate_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9980657324194908,
+                "total_bits": 2662414208,
+                "gate_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.15,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9984011330494755,
+                "total_bits": 2902275968,
+                "gate_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9994326908827612,
+                "total_bits": 3411883904,
+                "gate_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            }
+        ],
+        "model.layers.45.self_attn": [
+            {
+                "accuracy": 0.9757762739532873,
+                "total_bits": 133692416,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9770921594218204,
+                "total_bits": 137624576,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9790978949320944,
+                "total_bits": 141915264,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9837602047543776,
+                "total_bits": 167308544,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9877742975950241,
+                "total_bits": 197778944,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9879916710288901,
+                "total_bits": 197944704,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 64,
+                        "3": 64
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9923166397370791,
+                "total_bits": 254402048,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9925551579186791,
+                "total_bits": 254567808,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9932595938444138,
+                "total_bits": 256707328,
+                "q_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9936084759078527,
+                "total_bits": 260323328,
+                "q_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9937084368184993,
+                "total_bits": 260859264,
+                "q_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9941994606664306,
+                "total_bits": 262998784,
+                "q_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.994517870247364,
+                "total_bits": 267385856,
+                "q_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 64
+                    },
+                    "bits": [
+                        5
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9950391528637785,
+                "total_bits": 271333376,
+                "q_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 32
+                    },
+                    "bits": [
+                        5
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9970126365752596,
+                "total_bits": 328326656,
+                "q_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9974996326001067,
+                "total_bits": 334247936,
+                "q_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9978973406710123,
+                "total_bits": 380231168,
+                "q_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9986219231627489,
+                "total_bits": 396638208,
+                "q_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "8": 32
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9994371037832216,
+                "total_bits": 506060288,
+                "q_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            }
+        ],
+        "model.layers.45.mlp": [
+            {
+                "accuracy": 0.9698903058704577,
+                "total_bits": 949080864,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        6,
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.2,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9710432071434824,
+                "total_bits": 984470304,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        6,
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.2,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9752789814221231,
+                "total_bits": 1098596352,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.3,
+                        0.7
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        5,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9765063696785977,
+                "total_bits": 1232945152,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.3,
+                        0.7
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9849826473938791,
+                "total_bits": 1389202864,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        8,
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9863331223789015,
+                "total_bits": 1428217344,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        8,
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9880219752851286,
+                "total_bits": 1535687344,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9921240296803022,
+                "total_bits": 1755980848,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9928658557565588,
+                "total_bits": 1781882368,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9923446452931354,
+                "total_bits": 1806667184,
+                "gate_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9933745304220601,
+                "total_bits": 1845681664,
+                "gate_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        8,
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9960905482110224,
+                "total_bits": 2224131504,
+                "gate_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        8,
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9966929833355703,
+                "total_bits": 2263145984,
+                "gate_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        8,
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9978461941998256,
+                "total_bits": 2577632688,
+                "gate_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9980026754109483,
+                "total_bits": 2662414208,
+                "gate_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.15,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9983527713308209,
+                "total_bits": 2902275968,
+                "gate_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9994202873816616,
+                "total_bits": 3411883904,
+                "gate_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            }
+        ],
+        "model.layers.46.self_attn": [
+            {
+                "accuracy": 0.9756563666619753,
+                "total_bits": 133692416,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9768364178506952,
+                "total_bits": 137624576,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9792983312355844,
+                "total_bits": 141915264,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9844414670216409,
+                "total_bits": 167308544,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9874529328785444,
+                "total_bits": 197778944,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9877626590038601,
+                "total_bits": 197944704,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 64,
+                        "3": 64
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9923857866149199,
+                "total_bits": 254402048,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9926706050571642,
+                "total_bits": 254567808,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9931494985756121,
+                "total_bits": 256707328,
+                "q_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9935784363432935,
+                "total_bits": 260323328,
+                "q_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9936797881596967,
+                "total_bits": 260859264,
+                "q_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9941723829037264,
+                "total_bits": 262998784,
+                "q_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9946665367797801,
+                "total_bits": 267385856,
+                "q_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 64
+                    },
+                    "bits": [
+                        5
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9951302009193521,
+                "total_bits": 271333376,
+                "q_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 32
+                    },
+                    "bits": [
+                        5
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9970394565086615,
+                "total_bits": 328326656,
+                "q_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9975397769165667,
+                "total_bits": 334247936,
+                "q_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9979327472024843,
+                "total_bits": 380231168,
+                "q_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9986694076735723,
+                "total_bits": 396638208,
+                "q_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "8": 32
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9994453040784911,
+                "total_bits": 506060288,
+                "q_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            }
+        ],
+        "model.layers.46.mlp": [
+            {
+                "accuracy": 0.9687005689269618,
+                "total_bits": 949080864,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        6,
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.2,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.969844422842327,
+                "total_bits": 984470304,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        6,
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.2,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9742392803493299,
+                "total_bits": 1098596352,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.3,
+                        0.7
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        5,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.975513933520568,
+                "total_bits": 1232945152,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.3,
+                        0.7
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.984427776775862,
+                "total_bits": 1389202864,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        8,
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9857821072402754,
+                "total_bits": 1428217344,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        8,
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.987544596195221,
+                "total_bits": 1535687344,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9918257829390074,
+                "total_bits": 1755980848,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9925801730469653,
+                "total_bits": 1781882368,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9920741947073686,
+                "total_bits": 1806667184,
+                "gate_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9931179528173647,
+                "total_bits": 1845681664,
+                "gate_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        8,
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9959608959524255,
+                "total_bits": 2224131504,
+                "gate_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        8,
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9965681006249628,
+                "total_bits": 2263145984,
+                "gate_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        8,
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9977746909778369,
+                "total_bits": 2577632688,
+                "gate_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9979428884230162,
+                "total_bits": 2662414208,
+                "gate_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.15,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9983004111992685,
+                "total_bits": 2902275968,
+                "gate_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9994004206535848,
+                "total_bits": 3411883904,
+                "gate_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            }
+        ],
+        "model.layers.47.self_attn": [
+            {
+                "accuracy": 0.976805495588403,
+                "total_bits": 133692416,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9777076134556218,
+                "total_bits": 137624576,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9802743133745695,
+                "total_bits": 141915264,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9848417655417794,
+                "total_bits": 167308544,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9884745133550543,
+                "total_bits": 197778944,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9886451300821806,
+                "total_bits": 197944704,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 64,
+                        "3": 64
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9931470289042121,
+                "total_bits": 254402048,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9933197294410906,
+                "total_bits": 254567808,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9936272807811436,
+                "total_bits": 256707328,
+                "q_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9942749758300028,
+                "total_bits": 260323328,
+                "q_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9942927682086041,
+                "total_bits": 260859264,
+                "q_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9946689495914861,
+                "total_bits": 262998784,
+                "q_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.995207807735393,
+                "total_bits": 267385856,
+                "q_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 64
+                    },
+                    "bits": [
+                        5
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9955766942155989,
+                "total_bits": 271333376,
+                "q_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 32
+                    },
+                    "bits": [
+                        5
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9973918530893954,
+                "total_bits": 328326656,
+                "q_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9977843026189428,
+                "total_bits": 334247936,
+                "q_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9982522169226095,
+                "total_bits": 380231168,
+                "q_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9987954863003994,
+                "total_bits": 396638208,
+                "q_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "8": 32
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.999519569799304,
+                "total_bits": 506060288,
+                "q_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            }
+        ],
+        "model.layers.47.mlp": [
+            {
+                "accuracy": 0.9664731339404458,
+                "total_bits": 949080864,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        6,
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.2,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9676662934453863,
+                "total_bits": 984470304,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        6,
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.2,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9723805534212213,
+                "total_bits": 1098596352,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.3,
+                        0.7
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        5,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9737594002171567,
+                "total_bits": 1232945152,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.3,
+                        0.7
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9833097614740071,
+                "total_bits": 1389202864,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        8,
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9847567661812431,
+                "total_bits": 1428217344,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        8,
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9866571081312079,
+                "total_bits": 1535687344,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9912026775510687,
+                "total_bits": 1755980848,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9920236758495632,
+                "total_bits": 1781882368,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9915093010977695,
+                "total_bits": 1806667184,
+                "gate_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.992622897028923,
+                "total_bits": 1845681664,
+                "gate_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        8,
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9956752795137858,
+                "total_bits": 2224131504,
+                "gate_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        8,
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9963221589201375,
+                "total_bits": 2263145984,
+                "gate_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        8,
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.99760494694898,
+                "total_bits": 2577632688,
+                "gate_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9977992041722724,
+                "total_bits": 2662414208,
+                "gate_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.15,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9981843086057588,
+                "total_bits": 2902275968,
+                "gate_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9993525521927759,
+                "total_bits": 3411883904,
+                "gate_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            }
+        ],
+        "model.layers.48.self_attn": [
+            {
+                "accuracy": 0.9754857577775654,
+                "total_bits": 133692416,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9772342114072097,
+                "total_bits": 137624576,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9794078610445324,
+                "total_bits": 141915264,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9842520403234583,
+                "total_bits": 167308544,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9875120936255706,
+                "total_bits": 197778944,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.98773366761835,
+                "total_bits": 197944704,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 64,
+                        "3": 64
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9921731321435225,
+                "total_bits": 254402048,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9925326305000406,
+                "total_bits": 254567808,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.993104454718138,
+                "total_bits": 256707328,
+                "q_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9935962118600544,
+                "total_bits": 260323328,
+                "q_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9938673031957526,
+                "total_bits": 260859264,
+                "q_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9943045860058383,
+                "total_bits": 262998784,
+                "q_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9946835939037172,
+                "total_bits": 267385856,
+                "q_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 64
+                    },
+                    "bits": [
+                        5
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9951008824925673,
+                "total_bits": 271333376,
+                "q_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 32
+                    },
+                    "bits": [
+                        5
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9970054040221792,
+                "total_bits": 328326656,
+                "q_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9975160536797423,
+                "total_bits": 334247936,
+                "q_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9978566971656523,
+                "total_bits": 380231168,
+                "q_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9987031336089498,
+                "total_bits": 396638208,
+                "q_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "8": 32
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9994302580231115,
+                "total_bits": 506060288,
+                "q_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            }
+        ],
+        "model.layers.48.mlp": [
+            {
+                "accuracy": 0.9635553610952277,
+                "total_bits": 949080864,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        6,
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.2,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9647954796489916,
+                "total_bits": 984470304,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        6,
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.2,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9699208203114962,
+                "total_bits": 1098596352,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.3,
+                        0.7
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        5,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9714120971529108,
+                "total_bits": 1232945152,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.3,
+                        0.7
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9817932059890345,
+                "total_bits": 1389202864,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        8,
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9833639828782332,
+                "total_bits": 1428217344,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        8,
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9854502411265122,
+                "total_bits": 1535687344,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9904738907751284,
+                "total_bits": 1755980848,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9913718104362488,
+                "total_bits": 1781882368,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9907265525115164,
+                "total_bits": 1806667184,
+                "gate_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9919495190444746,
+                "total_bits": 1845681664,
+                "gate_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        8,
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9952693569817042,
+                "total_bits": 2224131504,
+                "gate_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        8,
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9959857710882237,
+                "total_bits": 2263145984,
+                "gate_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        8,
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9974095791970429,
+                "total_bits": 2577632688,
+                "gate_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.997585183695743,
+                "total_bits": 2662414208,
+                "gate_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.15,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9980053315429311,
+                "total_bits": 2902275968,
+                "gate_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9993002222066647,
+                "total_bits": 3411883904,
+                "gate_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            }
+        ],
+        "model.layers.49.self_attn": [
+            {
+                "accuracy": 0.9757285682778609,
+                "total_bits": 133692416,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9768923928863124,
+                "total_bits": 137624576,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9793425014144496,
+                "total_bits": 141915264,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9840541387859144,
+                "total_bits": 167308544,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9877594827037108,
+                "total_bits": 197778944,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9879750664296904,
+                "total_bits": 197944704,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 64,
+                        "3": 64
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9928000130151448,
+                "total_bits": 254402048,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9929983043356946,
+                "total_bits": 254567808,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9935894271260813,
+                "total_bits": 256707328,
+                "q_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9939813374688751,
+                "total_bits": 260323328,
+                "q_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9938943770370985,
+                "total_bits": 260859264,
+                "q_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9943619115572226,
+                "total_bits": 262998784,
+                "q_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.994880495102782,
+                "total_bits": 267385856,
+                "q_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 64
+                    },
+                    "bits": [
+                        5
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9953170669706244,
+                "total_bits": 271333376,
+                "q_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 32
+                    },
+                    "bits": [
+                        5
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9972091340704968,
+                "total_bits": 328326656,
+                "q_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9976559802889824,
+                "total_bits": 334247936,
+                "q_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9981523673785361,
+                "total_bits": 380231168,
+                "q_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9987289661443547,
+                "total_bits": 396638208,
+                "q_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "8": 32
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9994967067614198,
+                "total_bits": 506060288,
+                "q_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            }
+        ],
+        "model.layers.49.mlp": [
+            {
+                "accuracy": 0.9588838031417445,
+                "total_bits": 949080864,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        6,
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.2,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9602861718127602,
+                "total_bits": 984470304,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        6,
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.2,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9660461607732271,
+                "total_bits": 1098596352,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.3,
+                        0.7
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        5,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.967765422243821,
+                "total_bits": 1232945152,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.3,
+                        0.7
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9794497678154394,
+                "total_bits": 1389202864,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        8,
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9812452746065039,
+                "total_bits": 1428217344,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        8,
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9836047495666304,
+                "total_bits": 1535687344,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9891396549187208,
+                "total_bits": 1755980848,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9901710983953977,
+                "total_bits": 1781882368,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9895288559951281,
+                "total_bits": 1806667184,
+                "gate_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9909164811435499,
+                "total_bits": 1845681664,
+                "gate_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        8,
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9946583607479146,
+                "total_bits": 2224131504,
+                "gate_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        8,
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9954680302425435,
+                "total_bits": 2263145984,
+                "gate_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        8,
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9970364776488981,
+                "total_bits": 2577632688,
+                "gate_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9972839594671601,
+                "total_bits": 2662414208,
+                "gate_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.15,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9977616252083528,
+                "total_bits": 2902275968,
+                "gate_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9991978735319877,
+                "total_bits": 3411883904,
+                "gate_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            }
+        ],
+        "model.layers.50.self_attn": [
+            {
+                "accuracy": 0.9744957465874521,
+                "total_bits": 133692416,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.97746100708058,
+                "total_bits": 137624576,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9801111001717416,
+                "total_bits": 141915264,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9841501571630177,
+                "total_bits": 167308544,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9880775526950234,
+                "total_bits": 197778944,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9882615757615942,
+                "total_bits": 197944704,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 64,
+                        "3": 64
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.992895162419269,
+                "total_bits": 254402048,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9930896092402307,
+                "total_bits": 254567808,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9935441436736208,
+                "total_bits": 256707328,
+                "q_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9939234072440549,
+                "total_bits": 260323328,
+                "q_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9939586598622171,
+                "total_bits": 260859264,
+                "q_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9945604691379949,
+                "total_bits": 262998784,
+                "q_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.995058113807126,
+                "total_bits": 267385856,
+                "q_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 64
+                    },
+                    "bits": [
+                        5
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9954467364831975,
+                "total_bits": 271333376,
+                "q_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 32
+                    },
+                    "bits": [
+                        5
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9972515237566671,
+                "total_bits": 328326656,
+                "q_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9977282030802024,
+                "total_bits": 334247936,
+                "q_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9981204406603387,
+                "total_bits": 380231168,
+                "q_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9987817889961758,
+                "total_bits": 396638208,
+                "q_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "8": 32
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9994861826692757,
+                "total_bits": 506060288,
+                "q_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            }
+        ],
+        "model.layers.50.mlp": [
+            {
+                "accuracy": 0.9563201571765699,
+                "total_bits": 949080864,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        6,
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.2,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9578028509491369,
+                "total_bits": 984470304,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        6,
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.2,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9637190166272616,
+                "total_bits": 1098596352,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.3,
+                        0.7
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        5,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9654990058196218,
+                "total_bits": 1232945152,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.3,
+                        0.7
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9782133855317768,
+                "total_bits": 1389202864,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        8,
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9800747946689004,
+                "total_bits": 1428217344,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        8,
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9825002488337065,
+                "total_bits": 1535687344,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9885178443632627,
+                "total_bits": 1755980848,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9895845400659662,
+                "total_bits": 1781882368,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9889243143169504,
+                "total_bits": 1806667184,
+                "gate_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9903602913806313,
+                "total_bits": 1845681664,
+                "gate_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        8,
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9943621291926033,
+                "total_bits": 2224131504,
+                "gate_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        8,
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9951973177100483,
+                "total_bits": 2263145984,
+                "gate_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        8,
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9968844475714784,
+                "total_bits": 2577632688,
+                "gate_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9971345347401342,
+                "total_bits": 2662414208,
+                "gate_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.15,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9976260924809858,
+                "total_bits": 2902275968,
+                "gate_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9991602239836204,
+                "total_bits": 3411883904,
+                "gate_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            }
+        ],
+        "model.layers.51.self_attn": [
+            {
+                "accuracy": 0.9700934698707179,
+                "total_bits": 133692416,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9729918617951242,
+                "total_bits": 137624576,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9755805370054746,
+                "total_bits": 141915264,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9817768366713273,
+                "total_bits": 167308544,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9856985885845987,
+                "total_bits": 197778944,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9859426100003091,
+                "total_bits": 197944704,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 64,
+                        "3": 64
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9909273150720095,
+                "total_bits": 254402048,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9912225188393342,
+                "total_bits": 254567808,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9919051896584662,
+                "total_bits": 256707328,
+                "q_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.992381508413114,
+                "total_bits": 260323328,
+                "q_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9928834869673377,
+                "total_bits": 260859264,
+                "q_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9933636392417707,
+                "total_bits": 262998784,
+                "q_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9937894701173431,
+                "total_bits": 267385856,
+                "q_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 64
+                    },
+                    "bits": [
+                        5
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9942858987732938,
+                "total_bits": 271333376,
+                "q_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 32
+                    },
+                    "bits": [
+                        5
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9965838280163313,
+                "total_bits": 328326656,
+                "q_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9971465793879408,
+                "total_bits": 334247936,
+                "q_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.997652714581866,
+                "total_bits": 380231168,
+                "q_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9984197779313514,
+                "total_bits": 396638208,
+                "q_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "8": 32
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9993618443412217,
+                "total_bits": 506060288,
+                "q_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            }
+        ],
+        "model.layers.51.mlp": [
+            {
+                "accuracy": 0.953889715044122,
+                "total_bits": 949080864,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        6,
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.2,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9554721775807833,
+                "total_bits": 984470304,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        6,
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.2,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9616314894274661,
+                "total_bits": 1098596352,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.3,
+                        0.7
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        5,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.963512050478082,
+                "total_bits": 1232945152,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.3,
+                        0.7
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9769731289462039,
+                "total_bits": 1389202864,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        8,
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9789552045495886,
+                "total_bits": 1428217344,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        8,
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9815118610858917,
+                "total_bits": 1535687344,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9878567025849694,
+                "total_bits": 1755980848,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9889872678016361,
+                "total_bits": 1781882368,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9882840482812179,
+                "total_bits": 1806667184,
+                "gate_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9898146830107036,
+                "total_bits": 1845681664,
+                "gate_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        8,
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9940280204540805,
+                "total_bits": 2224131504,
+                "gate_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        8,
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.994920621969198,
+                "total_bits": 2263145984,
+                "gate_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        8,
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9966972470283508,
+                "total_bits": 2577632688,
+                "gate_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9969646795407722,
+                "total_bits": 2662414208,
+                "gate_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.15,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9974756305547137,
+                "total_bits": 2902275968,
+                "gate_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9991049244019546,
+                "total_bits": 3411883904,
+                "gate_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            }
+        ],
+        "model.layers.52.self_attn": [
+            {
+                "accuracy": 0.9722216223415575,
+                "total_bits": 133692416,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9740787352386274,
+                "total_bits": 137624576,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9764343704047956,
+                "total_bits": 141915264,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9810244629257604,
+                "total_bits": 167308544,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9857777811978993,
+                "total_bits": 197778944,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9861331315417039,
+                "total_bits": 197944704,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 64,
+                        "3": 64
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9911557624214574,
+                "total_bits": 254402048,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9916393874507201,
+                "total_bits": 254567808,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9924093429979525,
+                "total_bits": 256707328,
+                "q_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9928794377728513,
+                "total_bits": 260323328,
+                "q_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9929959303454349,
+                "total_bits": 260859264,
+                "q_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9936274521444973,
+                "total_bits": 262998784,
+                "q_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9942837318307475,
+                "total_bits": 267385856,
+                "q_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 64
+                    },
+                    "bits": [
+                        5
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9947387438855673,
+                "total_bits": 271333376,
+                "q_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 32
+                    },
+                    "bits": [
+                        5
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9968056592502093,
+                "total_bits": 328326656,
+                "q_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9973555769967405,
+                "total_bits": 334247936,
+                "q_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9977512892923857,
+                "total_bits": 380231168,
+                "q_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9985496691967312,
+                "total_bits": 396638208,
+                "q_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "8": 32
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9993861595070676,
+                "total_bits": 506060288,
+                "q_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            }
+        ],
+        "model.layers.52.mlp": [
+            {
+                "accuracy": 0.9509329137049223,
+                "total_bits": 949080864,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        6,
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.2,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9525674518785978,
+                "total_bits": 984470304,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        6,
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.2,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9590065761616355,
+                "total_bits": 1098596352,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.3,
+                        0.7
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        5,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9609541077362864,
+                "total_bits": 1232945152,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.3,
+                        0.7
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9754719781248193,
+                "total_bits": 1389202864,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        8,
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9775389558390567,
+                "total_bits": 1428217344,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        8,
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9802222628342477,
+                "total_bits": 1535687344,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9871208950092918,
+                "total_bits": 1755980848,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9883117330701727,
+                "total_bits": 1781882368,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9875323192069405,
+                "total_bits": 1806667184,
+                "gate_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9891428531784761,
+                "total_bits": 1845681664,
+                "gate_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        8,
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9936558353273492,
+                "total_bits": 2224131504,
+                "gate_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        8,
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.994593149737308,
+                "total_bits": 2263145984,
+                "gate_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        8,
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9965142333193829,
+                "total_bits": 2577632688,
+                "gate_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9967779525016484,
+                "total_bits": 2662414208,
+                "gate_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.15,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9973135794463911,
+                "total_bits": 2902275968,
+                "gate_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9990621617946186,
+                "total_bits": 3411883904,
+                "gate_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            }
+        ],
+        "model.layers.53.self_attn": [
+            {
+                "accuracy": 0.9725975519732425,
+                "total_bits": 133692416,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9750218720812547,
+                "total_bits": 137624576,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9772033409068459,
+                "total_bits": 141915264,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9822223437459845,
+                "total_bits": 167308544,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9863244561772597,
+                "total_bits": 197778944,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9866724704441271,
+                "total_bits": 197944704,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 64,
+                        "3": 64
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9913112764295778,
+                "total_bits": 254402048,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9915732451175389,
+                "total_bits": 254567808,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9922806565698824,
+                "total_bits": 256707328,
+                "q_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.992824563854619,
+                "total_bits": 260323328,
+                "q_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9933469922919023,
+                "total_bits": 260859264,
+                "q_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9939231327489803,
+                "total_bits": 262998784,
+                "q_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9943086101036323,
+                "total_bits": 267385856,
+                "q_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 64
+                    },
+                    "bits": [
+                        5
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.994840392548787,
+                "total_bits": 271333376,
+                "q_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 32
+                    },
+                    "bits": [
+                        5
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9968609041289279,
+                "total_bits": 328326656,
+                "q_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9974058468482996,
+                "total_bits": 334247936,
+                "q_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9977377051193463,
+                "total_bits": 380231168,
+                "q_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9985140675776883,
+                "total_bits": 396638208,
+                "q_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "8": 32
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9993870158336664,
+                "total_bits": 506060288,
+                "q_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            }
+        ],
+        "model.layers.53.mlp": [
+            {
+                "accuracy": 0.9492528344455519,
+                "total_bits": 949080864,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        6,
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.2,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.950903014132851,
+                "total_bits": 984470304,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        6,
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.2,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9573626173169989,
+                "total_bits": 1098596352,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.3,
+                        0.7
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        5,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9593019297248438,
+                "total_bits": 1232945152,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.3,
+                        0.7
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9745808149638929,
+                "total_bits": 1389202864,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        8,
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9767186688749414,
+                "total_bits": 1428217344,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        8,
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9794094750755712,
+                "total_bits": 1535687344,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9866973365608015,
+                "total_bits": 1755980848,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9879239374085477,
+                "total_bits": 1781882368,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9870798446630177,
+                "total_bits": 1806667184,
+                "gate_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9887457725248838,
+                "total_bits": 1845681664,
+                "gate_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        8,
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9934276248279371,
+                "total_bits": 2224131504,
+                "gate_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        8,
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9943980982429103,
+                "total_bits": 2263145984,
+                "gate_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        8,
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9963973682177695,
+                "total_bits": 2577632688,
+                "gate_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9966579032571692,
+                "total_bits": 2662414208,
+                "gate_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.15,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9971840160065576,
+                "total_bits": 2902275968,
+                "gate_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9990289030890716,
+                "total_bits": 3411883904,
+                "gate_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            }
+        ],
+        "model.layers.54.self_attn": [
+            {
+                "accuracy": 0.975639500116047,
+                "total_bits": 133692416,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9771351594673959,
+                "total_bits": 137624576,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9791049376914376,
+                "total_bits": 141915264,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9835927172711021,
+                "total_bits": 167308544,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9878797586026945,
+                "total_bits": 197778944,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.98817110296927,
+                "total_bits": 197944704,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 64,
+                        "3": 64
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.992445201465958,
+                "total_bits": 254402048,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9927405840472171,
+                "total_bits": 254567808,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9933712615778572,
+                "total_bits": 256707328,
+                "q_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9937589823415405,
+                "total_bits": 260323328,
+                "q_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9940088352090434,
+                "total_bits": 260859264,
+                "q_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9945064822309896,
+                "total_bits": 262998784,
+                "q_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9948106357141545,
+                "total_bits": 267385856,
+                "q_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 64
+                    },
+                    "bits": [
+                        5
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9952661316645773,
+                "total_bits": 271333376,
+                "q_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 32
+                    },
+                    "bits": [
+                        5
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9971240407934314,
+                "total_bits": 328326656,
+                "q_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.997612940441621,
+                "total_bits": 334247936,
+                "q_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9980090923215214,
+                "total_bits": 380231168,
+                "q_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9986631482055313,
+                "total_bits": 396638208,
+                "q_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "8": 32
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9994555484797609,
+                "total_bits": 506060288,
+                "q_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            }
+        ],
+        "model.layers.54.mlp": [
+            {
+                "accuracy": 0.9470188617706299,
+                "total_bits": 949080864,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        6,
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.2,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9487290162789195,
+                "total_bits": 984470304,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        6,
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.2,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9552268040807623,
+                "total_bits": 1098596352,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.3,
+                        0.7
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        5,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9571744580017894,
+                "total_bits": 1232945152,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.3,
+                        0.7
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.973482746826975,
+                "total_bits": 1389202864,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        8,
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9756384884056292,
+                "total_bits": 1428217344,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        8,
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9783537607443961,
+                "total_bits": 1535687344,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9861750539980436,
+                "total_bits": 1755980848,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9874200632697657,
+                "total_bits": 1781882368,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9865426656446958,
+                "total_bits": 1806667184,
+                "gate_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9882342893826334,
+                "total_bits": 1845681664,
+                "gate_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        8,
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9931617151749762,
+                "total_bits": 2224131504,
+                "gate_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        8,
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9941429138967866,
+                "total_bits": 2263145984,
+                "gate_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        8,
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9962808497642216,
+                "total_bits": 2577632688,
+                "gate_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9965214894006127,
+                "total_bits": 2662414208,
+                "gate_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.15,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9970536639815882,
+                "total_bits": 2902275968,
+                "gate_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.999005911675723,
+                "total_bits": 3411883904,
+                "gate_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            }
+        ],
+        "model.layers.55.self_attn": [
+            {
+                "accuracy": 0.9732383332754436,
+                "total_bits": 133692416,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9751066016523462,
+                "total_bits": 137624576,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9773796890911303,
+                "total_bits": 141915264,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9823962152004242,
+                "total_bits": 167308544,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.986752489679738,
+                "total_bits": 197778944,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9869835455166666,
+                "total_bits": 197944704,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 64,
+                        "3": 64
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9920363645804556,
+                "total_bits": 254402048,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9923310232789893,
+                "total_bits": 254567808,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9928982571551674,
+                "total_bits": 256707328,
+                "q_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9932530726257124,
+                "total_bits": 260323328,
+                "q_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.993479629096232,
+                "total_bits": 260859264,
+                "q_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9939710439035767,
+                "total_bits": 262998784,
+                "q_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9945142575000462,
+                "total_bits": 267385856,
+                "q_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 64
+                    },
+                    "bits": [
+                        5
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9949372414695589,
+                "total_bits": 271333376,
+                "q_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 32
+                    },
+                    "bits": [
+                        5
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.996965293037264,
+                "total_bits": 328326656,
+                "q_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9974639441229796,
+                "total_bits": 334247936,
+                "q_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9979249231125179,
+                "total_bits": 380231168,
+                "q_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9985800896232065,
+                "total_bits": 396638208,
+                "q_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "8": 32
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9994323435484579,
+                "total_bits": 506060288,
+                "q_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            }
+        ],
+        "model.layers.55.mlp": [
+            {
+                "accuracy": 0.9445034265518188,
+                "total_bits": 949080864,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        6,
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.2,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9462738413559764,
+                "total_bits": 984470304,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        6,
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.2,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9528557564082899,
+                "total_bits": 1098596352,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.3,
+                        0.7
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        5,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9548346619856984,
+                "total_bits": 1232945152,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.3,
+                        0.7
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9721633635069195,
+                "total_bits": 1389202864,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        8,
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9744326064461156,
+                "total_bits": 1428217344,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        8,
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9771922654227206,
+                "total_bits": 1535687344,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9854831005397596,
+                "total_bits": 1755980848,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9867996698931644,
+                "total_bits": 1781882368,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.985859132126758,
+                "total_bits": 1806667184,
+                "gate_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9876475294953898,
+                "total_bits": 1845681664,
+                "gate_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        8,
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9928117621886102,
+                "total_bits": 2224131504,
+                "gate_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        8,
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9938525930047035,
+                "total_bits": 2263145984,
+                "gate_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        8,
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9960911493552359,
+                "total_bits": 2577632688,
+                "gate_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9963438299141432,
+                "total_bits": 2662414208,
+                "gate_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.15,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9968793015731009,
+                "total_bits": 2902275968,
+                "gate_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9989569826345694,
+                "total_bits": 3411883904,
+                "gate_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            }
+        ],
+        "model.layers.56.self_attn": [
+            {
+                "accuracy": 0.9753790513465279,
+                "total_bits": 133692416,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9768239495001341,
+                "total_bits": 137624576,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9792475621951254,
+                "total_bits": 141915264,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9831669926643372,
+                "total_bits": 167308544,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9875987556419874,
+                "total_bits": 197778944,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9879812159036335,
+                "total_bits": 197944704,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 64,
+                        "3": 64
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9916426617848245,
+                "total_bits": 254402048,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9920138599056947,
+                "total_bits": 254567808,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9929430610255191,
+                "total_bits": 256707328,
+                "q_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9933480534114336,
+                "total_bits": 260323328,
+                "q_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9939976765921241,
+                "total_bits": 260859264,
+                "q_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.994552944051592,
+                "total_bits": 262998784,
+                "q_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9948527585518988,
+                "total_bits": 267385856,
+                "q_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 64
+                    },
+                    "bits": [
+                        5
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9953583467163538,
+                "total_bits": 271333376,
+                "q_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 32
+                    },
+                    "bits": [
+                        5
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9971399944471685,
+                "total_bits": 328326656,
+                "q_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9976911889879327,
+                "total_bits": 334247936,
+                "q_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9978652667058142,
+                "total_bits": 380231168,
+                "q_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9986771204949993,
+                "total_bits": 396638208,
+                "q_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "8": 32
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.999413166685324,
+                "total_bits": 506060288,
+                "q_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            }
+        ],
+        "model.layers.56.mlp": [
+            {
+                "accuracy": 0.9425948983744571,
+                "total_bits": 949080864,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        6,
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.2,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9444224018799632,
+                "total_bits": 984470304,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        6,
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.2,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9510210940712377,
+                "total_bits": 1098596352,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.3,
+                        0.7
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        5,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9530009815567418,
+                "total_bits": 1232945152,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.3,
+                        0.7
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9711777473750868,
+                "total_bits": 1389202864,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        8,
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9735115829267,
+                "total_bits": 1428217344,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        8,
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9762798077181766,
+                "total_bits": 1535687344,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9849800875312403,
+                "total_bits": 1755980848,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9863404851210745,
+                "total_bits": 1781882368,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9853502198269493,
+                "total_bits": 1806667184,
+                "gate_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9871943310687417,
+                "total_bits": 1845681664,
+                "gate_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        8,
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9925523917925986,
+                "total_bits": 2224131504,
+                "gate_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        8,
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9936264102396212,
+                "total_bits": 2263145984,
+                "gate_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        8,
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9959532563623629,
+                "total_bits": 2577632688,
+                "gate_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.996209306936515,
+                "total_bits": 2662414208,
+                "gate_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.15,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9967403580483637,
+                "total_bits": 2902275968,
+                "gate_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9989167114621714,
+                "total_bits": 3411883904,
+                "gate_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            }
+        ],
+        "model.layers.57.self_attn": [
+            {
+                "accuracy": 0.975997058968795,
+                "total_bits": 133692416,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9778165519237518,
+                "total_bits": 137624576,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9806821565879019,
+                "total_bits": 141915264,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9843164964726097,
+                "total_bits": 167308544,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9881260269566586,
+                "total_bits": 197778944,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9884779829727975,
+                "total_bits": 197944704,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 64,
+                        "3": 64
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9921296309483679,
+                "total_bits": 254402048,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9924415663668984,
+                "total_bits": 254567808,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9933346164853949,
+                "total_bits": 256707328,
+                "q_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9936847647553996,
+                "total_bits": 260323328,
+                "q_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9941830297833995,
+                "total_bits": 260859264,
+                "q_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9947036645914379,
+                "total_bits": 262998784,
+                "q_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9950714413272707,
+                "total_bits": 267385856,
+                "q_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 64
+                    },
+                    "bits": [
+                        5
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9956051668054179,
+                "total_bits": 271333376,
+                "q_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 32
+                    },
+                    "bits": [
+                        5
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9972874502602377,
+                "total_bits": 328326656,
+                "q_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9977759511062974,
+                "total_bits": 334247936,
+                "q_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9979491880849788,
+                "total_bits": 380231168,
+                "q_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9987143761429348,
+                "total_bits": 396638208,
+                "q_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "8": 32
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9994314665366945,
+                "total_bits": 506060288,
+                "q_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            }
+        ],
+        "model.layers.57.mlp": [
+            {
+                "accuracy": 0.9409386860696893,
+                "total_bits": 949080864,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        6,
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.2,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9427384326332494,
+                "total_bits": 984470304,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        6,
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.2,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.949373577770434,
+                "total_bits": 1098596352,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.3,
+                        0.7
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        5,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9513396212929174,
+                "total_bits": 1232945152,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.3,
+                        0.7
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.970263029399671,
+                "total_bits": 1389202864,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        8,
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9727119677945187,
+                "total_bits": 1428217344,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        8,
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9754694323790701,
+                "total_bits": 1535687344,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9845644016014902,
+                "total_bits": 1755980848,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9859602451324463,
+                "total_bits": 1781882368,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9848858792530862,
+                "total_bits": 1806667184,
+                "gate_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9867937847187644,
+                "total_bits": 1845681664,
+                "gate_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        8,
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9923119207746104,
+                "total_bits": 2224131504,
+                "gate_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        8,
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9934247610600371,
+                "total_bits": 2263145984,
+                "gate_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        8,
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9958357336489778,
+                "total_bits": 2577632688,
+                "gate_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9960808044201449,
+                "total_bits": 2662414208,
+                "gate_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.15,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9966067063965296,
+                "total_bits": 2902275968,
+                "gate_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9988926793203542,
+                "total_bits": 3411883904,
+                "gate_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            }
+        ],
+        "model.layers.58.self_attn": [
+            {
+                "accuracy": 0.976761912044726,
+                "total_bits": 133692416,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.978789884793131,
+                "total_bits": 137624576,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9805424417320051,
+                "total_bits": 141915264,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9836902743891666,
+                "total_bits": 167308544,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9884089772638521,
+                "total_bits": 197778944,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9887114653461858,
+                "total_bits": 197944704,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 64,
+                        "3": 64
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9917714187973424,
+                "total_bits": 254402048,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9921266954196127,
+                "total_bits": 254567808,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9929293715640118,
+                "total_bits": 256707328,
+                "q_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9933911891360032,
+                "total_bits": 260323328,
+                "q_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9942935454218012,
+                "total_bits": 260859264,
+                "q_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9948527938441226,
+                "total_bits": 262998784,
+                "q_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9950771437663781,
+                "total_bits": 267385856,
+                "q_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 64
+                    },
+                    "bits": [
+                        5
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9956014544556016,
+                "total_bits": 271333376,
+                "q_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 32
+                    },
+                    "bits": [
+                        5
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9972631370550707,
+                "total_bits": 328326656,
+                "q_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9978065829920141,
+                "total_bits": 334247936,
+                "q_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9978490403216136,
+                "total_bits": 380231168,
+                "q_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9986962594680096,
+                "total_bits": 396638208,
+                "q_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "8": 32
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9994099828365602,
+                "total_bits": 506060288,
+                "q_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            }
+        ],
+        "model.layers.58.mlp": [
+            {
+                "accuracy": 0.9385641374086079,
+                "total_bits": 949080864,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        6,
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.2,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9404440114372655,
+                "total_bits": 984470304,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        6,
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.2,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9471186336718107,
+                "total_bits": 1098596352,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.3,
+                        0.7
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        5,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9491181938271773,
+                "total_bits": 1232945152,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.3,
+                        0.7
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9690028774110895,
+                "total_bits": 1389202864,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        8,
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9716044099707353,
+                "total_bits": 1428217344,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        8,
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9743872943677401,
+                "total_bits": 1535687344,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9838674068450928,
+                "total_bits": 1755980848,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9853555152290746,
+                "total_bits": 1781882368,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9842203808458228,
+                "total_bits": 1806667184,
+                "gate_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9862487065164667,
+                "total_bits": 1845681664,
+                "gate_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        8,
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9919666796922684,
+                "total_bits": 2224131504,
+                "gate_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        8,
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9931495934724808,
+                "total_bits": 2263145984,
+                "gate_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        8,
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9956437682634905,
+                "total_bits": 2577632688,
+                "gate_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9959048632728426,
+                "total_bits": 2662414208,
+                "gate_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.15,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9964353826485182,
+                "total_bits": 2902275968,
+                "gate_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.998837632568259,
+                "total_bits": 3411883904,
+                "gate_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            }
+        ],
+        "model.layers.59.self_attn": [
+            {
+                "accuracy": 0.9694592137085764,
+                "total_bits": 133692416,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9719563848093936,
+                "total_bits": 137624576,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9746808080296767,
+                "total_bits": 141915264,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9794490870676542,
+                "total_bits": 167308544,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9846852060995603,
+                "total_bits": 197778944,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9848961751711997,
+                "total_bits": 197944704,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 64,
+                        "3": 64
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9897260234544152,
+                "total_bits": 254402048,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9899934616528059,
+                "total_bits": 254567808,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9909240109355826,
+                "total_bits": 256707328,
+                "q_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9915273605208648,
+                "total_bits": 260323328,
+                "q_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9925129562616348,
+                "total_bits": 260859264,
+                "q_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.993108763506538,
+                "total_bits": 262998784,
+                "q_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9936573701469522,
+                "total_bits": 267385856,
+                "q_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 64
+                    },
+                    "bits": [
+                        5
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9942373433395436,
+                "total_bits": 271333376,
+                "q_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 32
+                    },
+                    "bits": [
+                        5
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9964867249915474,
+                "total_bits": 328326656,
+                "q_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9971102813356801,
+                "total_bits": 334247936,
+                "q_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.997343011200428,
+                "total_bits": 380231168,
+                "q_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9982737606685412,
+                "total_bits": 396638208,
+                "q_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "8": 32
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9992735257470294,
+                "total_bits": 506060288,
+                "q_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            }
+        ],
+        "model.layers.59.mlp": [
+            {
+                "accuracy": 0.9362972723810297,
+                "total_bits": 949080864,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        6,
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.2,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9382443992715133,
+                "total_bits": 984470304,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        6,
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.2,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9450591802597046,
+                "total_bits": 1098596352,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.3,
+                        0.7
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        5,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.947125560358951,
+                "total_bits": 1232945152,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.3,
+                        0.7
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9678031613952235,
+                "total_bits": 1389202864,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        8,
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9704926045317399,
+                "total_bits": 1428217344,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        8,
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9733333242566962,
+                "total_bits": 1535687344,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9831179694125527,
+                "total_bits": 1755980848,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9846152835770657,
+                "total_bits": 1781882368,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9835259537947806,
+                "total_bits": 1806667184,
+                "gate_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9855866526302538,
+                "total_bits": 1845681664,
+                "gate_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        8,
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9915704946768912,
+                "total_bits": 2224131504,
+                "gate_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        8,
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9927972257137299,
+                "total_bits": 2263145984,
+                "gate_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        8,
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9953964070269936,
+                "total_bits": 2577632688,
+                "gate_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9956888732941527,
+                "total_bits": 2662414208,
+                "gate_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.15,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9962242614281805,
+                "total_bits": 2902275968,
+                "gate_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.998764993720933,
+                "total_bits": 3411883904,
+                "gate_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            }
+        ],
+        "model.layers.60.self_attn": [
+            {
+                "accuracy": 0.9671152108593991,
+                "total_bits": 133692416,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.969694899885278,
+                "total_bits": 137624576,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9734460429141396,
+                "total_bits": 141915264,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9789867526606509,
+                "total_bits": 167308544,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9836471080780029,
+                "total_bits": 197778944,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9839582882429424,
+                "total_bits": 197944704,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 64,
+                        "3": 64
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9886737999163175,
+                "total_bits": 254402048,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9889845965724242,
+                "total_bits": 254567808,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9903051547313991,
+                "total_bits": 256707328,
+                "q_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9908996875348844,
+                "total_bits": 260323328,
+                "q_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9919173748869645,
+                "total_bits": 260859264,
+                "q_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9926466016392959,
+                "total_bits": 262998784,
+                "q_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9930518849899894,
+                "total_bits": 267385856,
+                "q_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 64
+                    },
+                    "bits": [
+                        5
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.993766376846715,
+                "total_bits": 271333376,
+                "q_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 32
+                    },
+                    "bits": [
+                        5
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9961158288152594,
+                "total_bits": 328326656,
+                "q_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9968786025910001,
+                "total_bits": 334247936,
+                "q_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9970002431226405,
+                "total_bits": 380231168,
+                "q_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.998138701445178,
+                "total_bits": 396638208,
+                "q_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "8": 32
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9991757467781243,
+                "total_bits": 506060288,
+                "q_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            }
+        ],
+        "model.layers.60.mlp": [
+            {
+                "accuracy": 0.9299616123500624,
+                "total_bits": 949080864,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        6,
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.2,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9320730033673739,
+                "total_bits": 984470304,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        6,
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.2,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9394182029523348,
+                "total_bits": 1098596352,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.3,
+                        0.7
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        5,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9417700579291896,
+                "total_bits": 1232945152,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.3,
+                        0.7
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9646101405746058,
+                "total_bits": 1389202864,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        8,
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9675831167321456,
+                "total_bits": 1428217344,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        8,
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.970837558570661,
+                "total_bits": 1535687344,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9810197243565008,
+                "total_bits": 1755980848,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9828719622210452,
+                "total_bits": 1781882368,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9818376647798639,
+                "total_bits": 1806667184,
+                "gate_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9840402932543504,
+                "total_bits": 1845681664,
+                "gate_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        8,
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9906579883475053,
+                "total_bits": 2224131504,
+                "gate_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        8,
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9920018872148112,
+                "total_bits": 2263145984,
+                "gate_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        8,
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9948215433641484,
+                "total_bits": 2577632688,
+                "gate_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9952220701073345,
+                "total_bits": 2662414208,
+                "gate_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.15,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9958433144186672,
+                "total_bits": 2902275968,
+                "gate_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9985562542355374,
+                "total_bits": 3411883904,
+                "gate_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            }
+        ],
+        "model.layers.61.self_attn": [
+            {
+                "accuracy": 0.966002134900344,
+                "total_bits": 133692416,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9685767261605513,
+                "total_bits": 137624576,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9719380893205342,
+                "total_bits": 141915264,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9773222443304563,
+                "total_bits": 167308544,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9830760328393233,
+                "total_bits": 197778944,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9833541434062155,
+                "total_bits": 197944704,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 64,
+                        "3": 64
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9883318935569964,
+                "total_bits": 254402048,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.988576928251668,
+                "total_bits": 254567808,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9896123879834225,
+                "total_bits": 256707328,
+                "q_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9905052294856623,
+                "total_bits": 260323328,
+                "q_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9916742459723824,
+                "total_bits": 260859264,
+                "q_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.99239744716569,
+                "total_bits": 262998784,
+                "q_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9928956290608958,
+                "total_bits": 267385856,
+                "q_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 64
+                    },
+                    "bits": [
+                        5
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.993597147496123,
+                "total_bits": 271333376,
+                "q_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 32
+                    },
+                    "bits": [
+                        5
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9960587424667258,
+                "total_bits": 328326656,
+                "q_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9967883252783826,
+                "total_bits": 334247936,
+                "q_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.996960877195785,
+                "total_bits": 380231168,
+                "q_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9980561450908059,
+                "total_bits": 396638208,
+                "q_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "8": 32
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.999163178334895,
+                "total_bits": 506060288,
+                "q_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            }
+        ],
+        "model.layers.61.mlp": [
+            {
+                "accuracy": 0.9328835324237221,
+                "total_bits": 949080864,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        6,
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.2,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9350631676222149,
+                "total_bits": 984470304,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        6,
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.2,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9420807047894126,
+                "total_bits": 1098596352,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.3,
+                        0.7
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        5,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9444223203157124,
+                "total_bits": 1232945152,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.3,
+                        0.7
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9659944396269948,
+                "total_bits": 1389202864,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        8,
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9689695490034003,
+                "total_bits": 1428217344,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        8,
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9720502213427895,
+                "total_bits": 1535687344,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9819806861250024,
+                "total_bits": 1755980848,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.983658398452558,
+                "total_bits": 1781882368,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9826355435346302,
+                "total_bits": 1806667184,
+                "gate_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9849222129897067,
+                "total_bits": 1845681664,
+                "gate_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        8,
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9911367799106398,
+                "total_bits": 2224131504,
+                "gate_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        8,
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9924726596004084,
+                "total_bits": 2263145984,
+                "gate_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        8,
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9950877694707168,
+                "total_bits": 2577632688,
+                "gate_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9954815197147822,
+                "total_bits": 2662414208,
+                "gate_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.15,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9960970984477746,
+                "total_bits": 2902275968,
+                "gate_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9986604274691719,
+                "total_bits": 3411883904,
+                "gate_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            }
+        ],
+        "model.layers.62.self_attn": [
+            {
+                "accuracy": 0.9622037410736084,
+                "total_bits": 133692416,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9649916103011683,
+                "total_bits": 137624576,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9689391631829111,
+                "total_bits": 141915264,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9753720117242712,
+                "total_bits": 167308544,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9816405067318364,
+                "total_bits": 197778944,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9818884620541021,
+                "total_bits": 197944704,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 64,
+                        "3": 64
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9876405596733093,
+                "total_bits": 254402048,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9878600984811783,
+                "total_bits": 254567808,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9889762911357378,
+                "total_bits": 256707328,
+                "q_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.989794735061495,
+                "total_bits": 260323328,
+                "q_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9907913835425126,
+                "total_bits": 260859264,
+                "q_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9914946438450563,
+                "total_bits": 262998784,
+                "q_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9920197223362169,
+                "total_bits": 267385856,
+                "q_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 64
+                    },
+                    "bits": [
+                        5
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.992822284761228,
+                "total_bits": 271333376,
+                "q_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 32
+                    },
+                    "bits": [
+                        5
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9956114899955297,
+                "total_bits": 328326656,
+                "q_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9963861539175636,
+                "total_bits": 334247936,
+                "q_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9967612688870806,
+                "total_bits": 380231168,
+                "q_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9978330468660906,
+                "total_bits": 396638208,
+                "q_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "8": 32
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9991096289534318,
+                "total_bits": 506060288,
+                "q_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            }
+        ],
+        "model.layers.62.mlp": [
+            {
+                "accuracy": 0.9348549089933696,
+                "total_bits": 949080864,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        6,
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.2,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9369651518369976,
+                "total_bits": 984470304,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        6,
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.2,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.942979749880339,
+                "total_bits": 1098596352,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.3,
+                        0.7
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        5,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9450296100817228,
+                "total_bits": 1232945152,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.3,
+                        0.7
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9667173718151293,
+                "total_bits": 1389202864,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        8,
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9700652956962585,
+                "total_bits": 1428217344,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        8,
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9727317690849304,
+                "total_bits": 1535687344,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9804315488589438,
+                "total_bits": 1755980848,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9828858955910331,
+                "total_bits": 1781882368,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9828740577948721,
+                "total_bits": 1806667184,
+                "gate_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9854210097538797,
+                "total_bits": 1845681664,
+                "gate_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        8,
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.991286186011214,
+                "total_bits": 2224131504,
+                "gate_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        8,
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9926570677443555,
+                "total_bits": 2263145984,
+                "gate_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        8,
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9947975858261711,
+                "total_bits": 2577632688,
+                "gate_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9955928258989987,
+                "total_bits": 2662414208,
+                "gate_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.15,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9961771745430795,
+                "total_bits": 2902275968,
+                "gate_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9984154104206123,
+                "total_bits": 3411883904,
+                "gate_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            }
+        ],
+        "model.layers.63.self_attn": [
+            {
+                "accuracy": 0.9808126515463779,
+                "total_bits": 133692416,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9819804869200054,
+                "total_bits": 137624576,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9841074676890122,
+                "total_bits": 141915264,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9874132134412464,
+                "total_bits": 167308544,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9906559312029889,
+                "total_bits": 197778944,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9910410289701662,
+                "total_bits": 197944704,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 64,
+                        "3": 64
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9930002571720826,
+                "total_bits": 254402048,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9934683669554559,
+                "total_bits": 254567808,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9941292032599449,
+                "total_bits": 256707328,
+                "q_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9945082048836508,
+                "total_bits": 260323328,
+                "q_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9954197493038679,
+                "total_bits": 260859264,
+                "q_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9958365669375971,
+                "total_bits": 262998784,
+                "q_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9958587731969984,
+                "total_bits": 267385856,
+                "q_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 64
+                    },
+                    "bits": [
+                        5
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9962564726409159,
+                "total_bits": 271333376,
+                "q_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 32
+                    },
+                    "bits": [
+                        5
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9975898856003034,
+                "total_bits": 328326656,
+                "q_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9980398392991016,
+                "total_bits": 334247936,
+                "q_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9981036092105665,
+                "total_bits": 380231168,
+                "q_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9988218886091521,
+                "total_bits": 396638208,
+                "q_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "8": 32
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9994551339431813,
+                "total_bits": 506060288,
+                "q_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            }
+        ],
+        "model.layers.63.mlp": [
+            {
+                "accuracy": 0.9360678948854145,
+                "total_bits": 949080864,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        6,
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.2,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.938486607451188,
+                "total_bits": 984470304,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        6,
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.2,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9432835516176725,
+                "total_bits": 1098596352,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.3,
+                        0.7
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        5,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.945309513493588,
+                "total_bits": 1232945152,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.3,
+                        0.7
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9679638868884036,
+                "total_bits": 1389202864,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        8,
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.970856061107234,
+                "total_bits": 1428217344,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        8,
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.972996175289154,
+                "total_bits": 1535687344,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.982500788412596,
+                "total_bits": 1755980848,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9841001159266421,
+                "total_bits": 1781882368,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9835258596821835,
+                "total_bits": 1806667184,
+                "gate_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9857384656604967,
+                "total_bits": 1845681664,
+                "gate_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        8,
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9914744049310684,
+                "total_bits": 2224131504,
+                "gate_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        8,
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9927732285700346,
+                "total_bits": 2263145984,
+                "gate_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        8,
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.994969366020278,
+                "total_bits": 2577632688,
+                "gate_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9955939983851031,
+                "total_bits": 2662414208,
+                "gate_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.15,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9960914858077702,
+                "total_bits": 2902275968,
+                "gate_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9983024628538835,
+                "total_bits": 3411883904,
+                "gate_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            }
+        ],
+        "model.norm.norm": null,
+        "lm_head.linear": null
+    },
+    "last_module_idx": 130
+}
\ No newline at end of file