Add library_name, robotics tag, Github link

#1
by nielsr HF staff - opened
Files changed (1) hide show
  1. README.md +219 -4
README.md CHANGED
@@ -1,16 +1,17 @@
1
  ---
 
 
2
  license: apache-2.0
 
 
3
  tags:
4
  - nlp
5
  - agent
6
- language:
7
- - en
8
- pipeline_tag: text-generation
9
  ---
10
 
11
  # ALFWorld-MPO
12
 
13
- This model is a fine-tuned version of Llama-3.1-8B-Instruct on the [alfworld-metaplan-preference-pairs](https://huggingface.co/datasets/xwm/Meta_Plan_Optimization/blob/main/alfworld_metaplan_preference_pairs.json) dataset.
14
  It achieves the following results on the evaluation set:
15
  - Loss: 0.8390
16
  - Rewards/chosen: -0.5836
@@ -63,3 +64,217 @@ The following hyperparameters were used during training:
63
  - Pytorch 2.5.1+cu124
64
  - Datasets 3.1.0
65
  - Tokenizers 0.20.3
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
  ---
2
+ language:
3
+ - en
4
  license: apache-2.0
5
+ library_name: transformers
6
+ pipeline_tag: robotics
7
  tags:
8
  - nlp
9
  - agent
 
 
 
10
  ---
11
 
12
  # ALFWorld-MPO
13
 
14
+ This model is a fine-tuned version of Llama-3.1-8B-Instruct on the [alfworld-metaplan-preference-pairs](https://huggingface.co/datasets/xwm/Meta_Plan_Optimization/blob/main/alfworld_metaplan_preference_pairs.json) dataset as described in [MPO: Boosting LLM Agents with Meta Plan Optimization](https://hf.co/papers/2503.02682).
15
  It achieves the following results on the evaluation set:
16
  - Loss: 0.8390
17
  - Rewards/chosen: -0.5836
 
64
  - Pytorch 2.5.1+cu124
65
  - Datasets 3.1.0
66
  - Tokenizers 0.20.3
67
+
68
+ ## Code
69
+
70
+ [https://github.com/WeiminXiong/MPO](https://github.com/WeiminXiong/MPO)
71
+
72
+ # File information
73
+
74
+ The repository contains the following file information:
75
+
76
+ Filename: tokenizer.json
77
+ Content: "Content of the file is larger than 50 KB, too long to display."
78
+
79
+ Filename: all_results.json
80
+ Content: {
81
+ "epoch": 3.0,
82
+ "eval_logits/chosen": -0.33491453528404236,
83
+ "eval_logits/rejected": -0.3404884338378906,
84
+ "eval_logps/chosen": -12.90090274810791,
85
+ "eval_logps/rejected": -19.88900375366211,
86
+ "eval_loss": 0.8390035629272461,
87
+ "eval_rewards/accuracies": 0.6317567825317383,
88
+ "eval_rewards/chosen": -0.5836451649665833,
89
+ "eval_rewards/margins": 0.680999755859375,
90
+ "eval_rewards/rejected": -1.2646448612213135,
91
+ "eval_runtime": 29.3135,
92
+ "eval_samples_per_second": 10.098,
93
+ "eval_steps_per_second": 2.524,
94
+ "total_flos": 11469721436160.0,
95
+ "train_loss": 0.693384567896525,
96
+ "train_runtime": 1185.9878,
97
+ "train_samples_per_second": 6.716,
98
+ "train_steps_per_second": 0.21
99
+ }
100
+
101
+ Filename: model.safetensors.index.json
102
+ Content: {
103
+ "metadata": {
104
+ "total_size": 16060522496
105
+ },
106
+ "weight_map": {
107
+ "lm_head.weight": "model-00004-of-00004.safetensors",
108
+ "model.embed_tokens.weight": "model-00001-of-00004.safetensors",
109
+ "model.layers.0.input_layernorm.weight": "model-00001-of-00004.safetensors",
110
+ "model.layers.0.mlp.down_proj.weight": "model-00001-of-00004.safetensors",
111
+ "model.layers.0.mlp.gate_proj.weight": "model-00001-of-00004.safetensors",
112
+ "model.layers.0.mlp.up_proj.weight": "model-00001-of-00004.safetensors",
113
+ "model.layers.0.post_attention_layernorm.weight": "model-00001-of-00004.safetensors",
114
+ "model.layers.0.self_attn.k_proj.weight": "model-00001-of-00004.safetensors",
115
+ "model.layers.0.self_attn.o_proj.weight": "model-00001-of-00004.safetensors",
116
+ "model.layers.0.self_attn.q_proj.weight": "model-00001-of-00004.safetensors",
117
+ "model.layers.0.self_attn.v_proj.weight": "model-00001-of-00004.safetensors",
118
+ "model.layers.1.input_layernorm.weight": "model-00001-of-00004.safetensors",
119
+ "model.layers.1.mlp.down_proj.weight": "model-00001-of-00004.safetensors",
120
+ "model.layers.1.mlp.gate_proj.weight": "model-00001-of-00004.safetensors",
121
+ "model.layers.1.mlp.up_proj.weight": "model-00001-of-00004.safetensors",
122
+ "model.layers.1.post_attention_layernorm.weight": "model-00001-of-00004.safetensors",
123
+ "model.layers.1.self_attn.k_proj.weight": "model-00001-of-00004.safetensors",
124
+ "model.layers.1.self_attn.o_proj.weight": "model-00001-of-00004.safetensors",
125
+ "model.layers.1.self_attn.q_proj.weight": "model-00001-of-00004.safetensors",
126
+ "model.layers.1.self_attn.v_proj.weight": "model-00001-of-00004.safetensors",
127
+ "model.layers.10.input_layernorm.weight": "model-00002-of-00004.safetensors",
128
+ "model.layers.10.mlp.down_proj.weight": "model-00002-of-00004.safetensors",
129
+ "model.layers.10.mlp.gate_proj.weight": "model-00002-of-00004.safetensors",
130
+ "model.layers.10.mlp.up_proj.weight": "model-00002-of-00004.safetensors",
131
+ "model.layers.10.post_attention_layernorm.weight": "model-00002-of-00004.safetensors",
132
+ "model.layers.10.self_attn.k_proj.weight": "model-00002-of-00004.safetensors",
133
+ "model.layers.10.self_attn.o_proj.weight": "model-00002-of-00004.safetensors",
134
+ "model.layers.10.self_attn.q_proj.weight": "model-00002-of-00004.safetensors",
135
+ "model.layers.10.self_attn.v_proj.weight": "model-00002-of-00004.safetensors",
136
+ "model.layers.11.input_layernorm.weight": "model-00002-of-00004.safetensors",
137
+ "model.layers.11.mlp.down_proj.weight": "model-00002-of-00004.safetensors",
138
+ "model.layers.11.mlp.gate_proj.weight": "model-00002-of-00004.safetensors",
139
+ "model.layers.11.mlp.up_proj.weight": "model-00002-of-00004.safetensors",
140
+ "model.layers.11.post_attention_layernorm.weight": "model-00002-of-00004.safetensors",
141
+ "model.layers.11.self_attn.k_proj.weight": "model-00002-of-00004.safetensors",
142
+ "model.layers.11.self_attn.o_proj.weight": "model-00002-of-00004.safetensors",
143
+ "model.layers.11.self_attn.q_proj.weight": "model-00002-of-00004.safetensors",
144
+ "model.layers.11.self_attn.v_proj.weight": "model-00002-of-00004.safetensors",
145
+ "model.layers.12.input_layernorm.weight": "model-00002-of-00004.safetensors",
146
+ "model.layers.12.mlp.down_proj.weight": "model-00002-of-00004.safetensors",
147
+ "model.layers.12.mlp.gate_proj.weight": "model-00002-of-00004.safetensors",
148
+ "model.layers.12.mlp.up_proj.weight": "model-00002-of-00004.safetensors",
149
+ "model.layers.12.post_attention_layernorm.weight": "model-00002-of-00004.safetensors",
150
+ "model.layers.12.self_attn.k_proj.weight": "model-00002-of-00004.safetensors",
151
+ "model.layers.12.self_attn.o_proj.weight": "model-00002-of-00004.safetensors",
152
+ "model.layers.12.self_attn.q_proj.weight": "model-00002-of-00004.safetensors",
153
+ "model.layers.12.self_attn.v_proj.weight": "model-00002-of-00004.safetensors",
154
+ "model.layers.13.input_layernorm.weight": "model-00002-of-00004.safetensors",
155
+ "model.layers.13.mlp.down_proj.weight": "model-00002-of-00004.safetensors",
156
+ "model.layers.13.mlp.gate_proj.weight": "model-00002-of-00004.safetensors",
157
+ "model.layers.13.mlp.up_proj.weight": "model-00002-of-00004.safetensors",
158
+ "model.layers.13.post_attention_layernorm.weight": "model-00002-of-00004.safetensors",
159
+ "model.layers.13.self_attn.k_proj.weight": "model-00002-of-00004.safetensors",
160
+ "model.layers.13.self_attn.o_proj.weight": "model-00002-of-00004.safetensors",
161
+ "model.layers.13.self_attn.q_proj.weight": "model-00002-of-00004.safetensors",
162
+ "model.layers.13.self_attn.v_proj.weight": "model-00002-of-00004.safetensors",
163
+ "model.layers.14.input_layernorm.weight": "model-00002-of-00004.safetensors",
164
+ "model.layers.14.mlp.down_proj.weight": "model-00002-of-00004.safetensors",
165
+ "model.layers.14.mlp.gate_proj.weight": "model-00002-of-00004.safetensors",
166
+ "model.layers.14.mlp.up_proj.weight": "model-00002-of-00004.safetensors",
167
+ "model.layers.14.post_attention_layernorm.weight": "model-00002-of-00004.safetensors",
168
+ "model.layers.14.self_attn.k_proj.weight": "model-00002-of-00004.safetensors",
169
+ "model.layers.14.self_attn.o_proj.weight": "model-00002-of-00004.safetensors",
170
+ "model.layers.14.self_attn.q_proj.weight": "model-00002-of-00004.safetensors",
171
+ "model.layers.14.self_attn.v_proj.weight": "model-00002-of-00004.safetensors",
172
+ "model.layers.15.input_layernorm.weight": "model-00002-of-00004.safetensors",
173
+ "model.layers.15.mlp.down_proj.weight": "model-00002-of-00004.safetensors",
174
+ "model.layers.15.mlp.gate_proj.weight": "model-00002-of-00004.safetensors",
175
+ "model.layers.15.mlp.up_proj.weight": "model-00002-of-00004.safetensors",
176
+ "model.layers.15.post_attention_layernorm.weight": "model-00002-of-00004.safetensors",
177
+ "model.layers.15.self_attn.k_proj.weight": "model-00002-of-00004.safetensors",
178
+ "model.layers.15.self_attn.o_proj.weight": "model-00002-of-00004.safetensors",
179
+ "model.layers.15.self_attn.q_proj.weight": "model-00002-of-00004.safetensors",
180
+ "model.layers.15.self_attn.v_proj.weight": "model-00002-of-00004.safetensors",
181
+ "model.layers.16.input_layernorm.weight": "model-00002-of-00004.safetensors",
182
+ "model.layers.16.mlp.down_proj.weight": "model-00002-of-00004.safetensors",
183
+ "model.layers.16.mlp.gate_proj.weight": "model-00002-of-00004.safetensors",
184
+ "model.layers.16.mlp.up_proj.weight": "model-00002-of-00004.safetensors",
185
+ "model.layers.16.post_attention_layernorm.weight": "model-00002-of-00004.safetensors",
186
+ "model.layers.16.self_attn.k_proj.weight": "model-00002-of-00004.safetensors",
187
+ "model.layers.16.self_attn.o_proj.weight": "model-00002-of-00004.safetensors",
188
+ "model.layers.16.self_attn.q_proj.weight": "model-00002-of-00004.safetensors",
189
+ "model.layers.16.self_attn.v_proj.weight": "model-00002-of-00004.safetensors",
190
+ "model.layers.17.input_layernorm.weight": "model-00002-of-00004.safetensors",
191
+ "model.layers.17.mlp.down_proj.weight": "model-00002-of-00004.safetensors",
192
+ "model.layers.17.mlp.gate_proj.weight": "model-00002-of-00004.safetensors",
193
+ "model.layers.17.mlp.up_proj.weight": "model-00002-of-00004.safetensors",
194
+ "model.layers.17.post_attention_layernorm.weight": "model-00002-of-00004.safetensors",
195
+ "model.layers.17.self_attn.k_proj.weight": "model-00002-of-00004.safetensors",
196
+ "model.layers.17.self_attn.o_proj.weight": "model-00002-of-00004.safetensors",
197
+ "model.layers.17.self_attn.q_proj.weight": "model-00002-of-00004.safetensors",
198
+ "model.layers.17.self_attn.v_proj.weight": "model-00002-of-00004.safetensors",
199
+ "model.layers.18.input_layernorm.weight": "model-00003-of-00004.safetensors",
200
+ "model.layers.18.mlp.down_proj.weight": "model-00003-of-00004.safetensors",
201
+ "model.layers.18.mlp.gate_proj.weight": "model-00002-of-00004.safetensors",
202
+ "model.layers.18.mlp.up_proj.weight": "model-00003-of-00004.safetensors",
203
+ "model.layers.18.post_attention_layernorm.weight": "model-00003-of-00004.safetensors",
204
+ "model.layers.18.self_attn.k_proj.weight": "model-00002-of-00004.safetensors",
205
+ "model.layers.18.self_attn.o_proj.weight": "model-00002-of-00004.safetensors",
206
+ "model.layers.18.self_attn.q_proj.weight": "model-00002-of-00004.safetensors",
207
+ "model.layers.18.self_attn.v_proj.weight": "model-00002-of-00004.safetensors",
208
+ "model.layers.19.input_layernorm.weight": "model-00003-of-00004.safetensors",
209
+ "model.layers.19.mlp.down_proj.weight": "model-00003-of-00004.safetensors",
210
+ "model.layers.19.mlp.gate_proj.weight": "model-00003-of-00004.safetensors",
211
+ "model.layers.19.mlp.up_proj.weight": "model-00003-of-00004.safetensors",
212
+ "model.layers.19.post_attention_layernorm.weight": "model-00003-of-00004.safetensors",
213
+ "model.layers.19.self_attn.k_proj.weight": "model-00003-of-00004.safetensors",
214
+ "model.layers.19.self_attn.o_proj.weight": "model-00003-of-00004.safetensors",
215
+ "model.layers.19.self_attn.q_proj.weight": "model-00003-of-00004.safetensors",
216
+ "model.layers.19.self_attn.v_proj.weight": "model-00003-of-00004.safetensors",
217
+ "model.layers.2.input_layernorm.weight": "model-00001-of-00004.safetensors",
218
+ "model.layers.2.mlp.down_proj.weight": "model-00001-of-00004.safetensors",
219
+ "model.layers.2.mlp.gate_proj.weight": "model-00001-of-00004.safetensors",
220
+ "model.layers.2.mlp.up_proj.weight": "model-00001-of-00004.safetensors",
221
+ "model.layers.2.post_attention_layernorm.weight": "model-00001-of-00004.safetensors",
222
+ "model.layers.2.self_attn.k_proj.weight": "model-00001-of-00004.safetensors",
223
+ "model.layers.2.self_attn.o_proj.weight": "model-00001-of-00004.safetensors",
224
+ "model.layers.2.self_attn.q_proj.weight": "model-00001-of-00004.safetensors",
225
+ "model.layers.2.self_attn.v_proj.weight": "model-00001-of-00004.safetensors",
226
+ "model.layers.20.input_layernorm.weight": "model-00003-of-00004.safetensors",
227
+ "model.layers.20.mlp.down_proj.weight": "model-00003-of-00004.safetensors",
228
+ "model.layers.20.mlp.gate_proj.weight": "model-00002-of-00004.safetensors",
229
+ "model.layers.20.mlp.up_proj.weight": "model-00003-of-00004.safetensors",
230
+ "model.layers.20.post_attention_layernorm.weight": "model-00003-of-00004.safetensors",
231
+ "model.layers.20.self_attn.k_proj.weight": "model-00002-of-00004.safetensors",
232
+ "model.layers.20.self_attn.o_proj.weight": "model-00002-of-00004.safetensors",
233
+ "model.layers.20.self_attn.q_proj.weight": "model-00002-of-00004.safetensors",
234
+ "model.layers.20.self_attn.v_proj.weight": "model-00002-of-00004.safetensors",
235
+ "model.layers.21.input_layernorm.weight": "model-00003-of-00004.safetensors",
236
+ "model.layers.21.mlp.down_proj.weight": "model-00003-of-00004.safetensors",
237
+ "model.layers.21.mlp.gate_proj.weight": "model-00003-of-00004.safetensors",
238
+ "model.layers.21.mlp.up_proj.weight": "model-00003-of-00004.safetensors",
239
+ "model.layers.21.post_attention_layernorm.weight": "model-00003-of-00004.safetensors",
240
+ "model.layers.21.self_attn.k_proj.weight": "model-00003-of-00004.safetensors",
241
+ "model.layers.21.self_attn.o_proj.weight": "model-00003-of-00004.safetensors",
242
+ "model.layers.21.self_attn.q_proj.weight": "model-00003-of-00004.safetensors",
243
+ "model.layers.21.self_attn.v_proj.weight": "model-00003-of-00004.safetensors",
244
+ "model.layers.22.input_layernorm.weight": "model-00003-of-00004.safetensors",
245
+ "model.layers.22.mlp.down_proj.weight": "model-00003-of-00004.safetensors",
246
+ "model.layers.22.mlp.gate_proj.weight": "model-00003-of-00004.safetensors",
247
+ "model.layers.22.mlp.up_proj.weight": "model-00003-of-00004.safetensors",
248
+ "model.layers.22.post_attention_layernorm.weight": "model-00003-of-00004.safetensors",
249
+ "model.layers.22.self_attn.k_proj.weight": "model-00003-of-00004.safetensors",
250
+ "model.layers.22.self_attn.o_proj.weight": "model-00003-of-00004.safetensors",
251
+ "model.layers.22.self_attn.q_proj.weight": "model-00003-of-00004.safetensors",
252
+ "model.layers.22.self_attn.v_proj.weight": "model-00003-of-00004.safetensors",
253
+ "model.layers.23.input_layernorm.weight": "model-00003-of-00004.safetensors",
254
+ "model.layers.23.mlp.down_proj.weight": "model-00003-of-00004.safetensors",
255
+ "model.layers.23.mlp.gate_proj.weight": "model-00003-of-00004.safetensors",
256
+ "model.layers.23.mlp.up_proj.weight": "model-00003-of-00004.safetensors",
257
+ "model.layers.23.post_attention_layernorm.weight": "model-00003-of-00004.safetensors",
258
+ "model.layers.23.self_attn.k_proj.weight": "model-00003-of-00004.safetensors",
259
+ "model.layers.23.self_attn.o_proj.weight": "model-00003-of-00004.safetensors",
260
+ "model.layers.23.self_attn.q_proj.weight": "model-00003-of-00004.safetensors",
261
+ "model.layers.23.self_attn.v_proj.weight": "model-00003-of-00004.safetensors",
262
+ "model.layers.24.input_layernorm.weight": "model-00003-of-00004.safetensors",
263
+ "model.layers.24.mlp.down_proj.weight": "model-00003-of-00004.safetensors",
264
+ "model.layers.24.mlp.gate_proj.weight": "model-00003-of-00004.safetensors",
265
+ "model.layers.24.mlp.up_proj.weight": "model-00003-of-00004.safetensors",
266
+ "model.layers.24.post_attention_layernorm.weight": "model-00003-of-00004.safetensors",
267
+ "model.layers.24.self_attn.k_proj.weight": "model-00003-of-00004.safetensors",
268
+ "model.layers.24.self_attn.o_proj.weight": "model-00003-of-00004.safetensors",
269
+ "model.layers.24.self_attn.q_proj.weight": "model-00003-of-00004.safetensors",
270
+ "model.layers.24.self_attn.v_proj.weight": "model-00003-of-00004.safetensors",
271
+ "model.layers.25.input_layernorm.weight": "model-00003-of-00004.safetensors",
272
+ "model.layers.25.mlp.down_proj.weight": "model-00003-of-00004.safetensors",
273
+ "model.layers.25.mlp.gate_proj.weight": "model-00003-of-00004.safetensors",
274
+ "model.layers.25.mlp.up_proj.weight": "model-00003-of-00004.safetensors",
275
+ "model.layers.25.post_attention_layernorm.weight": "model-00003-of-00004.safetensors",
276
+ "model.layers.25.self_attn.k_proj.weight": "model-00003-of-00004.safetensors",
277
+ "model.layers.25.self_attn.o_proj.weight": "model-00003-of-00004.safetensors",
278
+ "model.layers.25.self_attn.q_proj.weight": "model-00003-of-00004.safetensors",
279
+ "model.layers.25.self_attn.v_proj.weight": "model-00003-of-00004.safetensors",
280
+ "model.layers.26.input_layernorm.weight": "model-00003-of-00