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README.md

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+---
+license: cc-by-nc-4.0
+library_name: transformers
+tags:
+- mergekit
+- merge
+- alpaca
+- mistral
+- not-for-all-audiences
+- nsfw
+model-index:
+- name: IceNalyvkaRP-7b
+  results:
+  - task:
+      type: text-generation
+      name: Text Generation
+    dataset:
+      name: IFEval (0-Shot)
+      type: HuggingFaceH4/ifeval
+      args:
+        num_few_shot: 0
+    metrics:
+    - type: inst_level_strict_acc and prompt_level_strict_acc
+      value: 54.98
+      name: strict accuracy
+    source:
+      url: https://huggingface.co/spaces/open-llm-leaderboard/open_llm_leaderboard?query=icefog72/IceNalyvkaRP-7b
+      name: Open LLM Leaderboard
+  - task:
+      type: text-generation
+      name: Text Generation
+    dataset:
+      name: BBH (3-Shot)
+      type: BBH
+      args:
+        num_few_shot: 3
+    metrics:
+    - type: acc_norm
+      value: 32.49
+      name: normalized accuracy
+    source:
+      url: https://huggingface.co/spaces/open-llm-leaderboard/open_llm_leaderboard?query=icefog72/IceNalyvkaRP-7b
+      name: Open LLM Leaderboard
+  - task:
+      type: text-generation
+      name: Text Generation
+    dataset:
+      name: MATH Lvl 5 (4-Shot)
+      type: hendrycks/competition_math
+      args:
+        num_few_shot: 4
+    metrics:
+    - type: exact_match
+      value: 6.04
+      name: exact match
+    source:
+      url: https://huggingface.co/spaces/open-llm-leaderboard/open_llm_leaderboard?query=icefog72/IceNalyvkaRP-7b
+      name: Open LLM Leaderboard
+  - task:
+      type: text-generation
+      name: Text Generation
+    dataset:
+      name: GPQA (0-shot)
+      type: Idavidrein/gpqa
+      args:
+        num_few_shot: 0
+    metrics:
+    - type: acc_norm
+      value: 7.72
+      name: acc_norm
+    source:
+      url: https://huggingface.co/spaces/open-llm-leaderboard/open_llm_leaderboard?query=icefog72/IceNalyvkaRP-7b
+      name: Open LLM Leaderboard
+  - task:
+      type: text-generation
+      name: Text Generation
+    dataset:
+      name: MuSR (0-shot)
+      type: TAUR-Lab/MuSR
+      args:
+        num_few_shot: 0
+    metrics:
+    - type: acc_norm
+      value: 15.27
+      name: acc_norm
+    source:
+      url: https://huggingface.co/spaces/open-llm-leaderboard/open_llm_leaderboard?query=icefog72/IceNalyvkaRP-7b
+      name: Open LLM Leaderboard
+  - task:
+      type: text-generation
+      name: Text Generation
+    dataset:
+      name: MMLU-PRO (5-shot)
+      type: TIGER-Lab/MMLU-Pro
+      config: main
+      split: test
+      args:
+        num_few_shot: 5
+    metrics:
+    - type: acc
+      value: 22.18
+      name: accuracy
+    source:
+      url: https://huggingface.co/spaces/open-llm-leaderboard/open_llm_leaderboard?query=icefog72/IceNalyvkaRP-7b
+      name: Open LLM Leaderboard
+---
+# IceNalyvkaRP-7b (Ice0.70-25.01-RP)
+
+*Nalyvka is a delightful gem from Eastern European tradition—a homemade liqueur that captures the essence of ripe fruits and the warmth of shared moments. Originating primarily in Ukraine and also cherished in Poland*
+
+
+> [!IMPORTANT]
+> [ST settings, rules-lorebook look here](https://huggingface.co/icefog72/GeneralInfoToStoreNotModel/tree/main/ByModel/IceNalyvkaRP)
+
+> [!TIP]
+> Get last version of rules, or ask me a questions you can
+> **[here](https://discord.gg/2tJcWeMjFQ)**.
+> on my new AI related discord server for feedback, questions and other stuff.
+
+> [!NOTE]
+> In general Alpaca format will work.
+
+> [ko-fi To buy sweets for my cat :3](https://ko-fi.com/icefog72)
+
+It shoud handle 16-25k context window, maybe 32k.
+
+
+## Exl2 Quants
+
+> [!WARNING]
+>- [4.2bpw-exl2](https://huggingface.co/icefog72/IceNalyvkaRP-7b-4.2bpw-exl2)
+>- [6.5bpw-exl2](https://huggingface.co/icefog72/IceNalyvkaRP-7b-6.5bpw-exl2)
+>- [8bpw-exl2](https://huggingface.co/icefog72/IceNalyvkaRP-7b-8bpw-exl2)
+
+## Thx mradermacher for GGUF
+
+> [!WARNING]
+>- [GGUF](https://huggingface.co/mradermacher/IceNalyvkaRP-7b-GGUF)
+
+## Download
+
+I recommend using the `huggingface-hub` Python library:
+
+> [!TIP]
+> ```shell
+> pip3 install huggingface-hub
+> ```
+
+To download the `main` branch to a folder called `IceNalyvkaRP-7b`:
+
+> [!TIP]
+> ```shell
+> mkdir IceNalyvkaRP-7b
+> huggingface-cli download icefog72/IceNalyvkaRP-7b --local-dir IceNalyvkaRP-7b --local-dir-use-symlinks False
+> ```
+
+<details>
+  <summary>More advanced huggingface-cli download usage</summary>
+
+If you remove the `--local-dir-use-symlinks False` parameter, the files will instead be stored in the central Hugging Face cache directory (default location on Linux is: `~/.cache/huggingface`), and symlinks will be added to the specified `--local-dir`, pointing to their real location in the cache. This allows for interrupted downloads to be resumed, and allows you to quickly clone the repo to multiple places on disk without triggering a download again. The downside, and the reason why I don't list that as the default option, is that the files are then hidden away in a cache folder and it's harder to know where your disk space is being used, and to clear it up if/when you want to remove a download model.
+
+The cache location can be changed with the `HF_HOME` environment variable, and/or the `--cache-dir` parameter to `huggingface-cli`.
+
+For more documentation on downloading with `huggingface-cli`, please see: [HF -> Hub Python Library -> Download files -> Download from the CLI](https://huggingface.co/docs/huggingface_hub/guides/download#download-from-the-cli).
+
+To accelerate downloads on fast connections (1Gbit/s or higher), install `hf_transfer`:
+
+```shell
+pip3 install hf_transfer
+```
+
+And set environment variable `HF_HUB_ENABLE_HF_TRANSFER` to `1`:
+
+```shell
+mkdir FOLDERNAME
+HF_HUB_ENABLE_HF_TRANSFER=1 huggingface-cli download MODEL --local-dir FOLDERNAME --local-dir-use-symlinks False
+```
+
+Windows Command Line users: You can set the environment variable by running `set HF_HUB_ENABLE_HF_TRANSFER=1` before the download command.
+</details>
+
+### Merge Method
+This is a merge of pre-trained language models created using [mergekit](https://github.com/cg123/mergekit).
+This model was merged using the SLERP merge method.
+
+### Models Merged
+
+The following models were included in the merge:
+* Ice0.69-25.01-RP
+* Ice0.68-25.01-RP
+
+### Configuration
+
+The following YAML configuration was used to produce this model:
+
+```yaml
+slices:
+  - sources:
+      - model: Ice0.69-25.01-RP
+        layer_range: [0, 32]
+      - model: Ice0.68-25.01-RP
+        layer_range: [0, 32]
+
+merge_method: slerp
+base_model: Ice0.68-25.01-RP
+parameters:
+  t:
+    - filter: self_attn
+      value: [0, 0.5, 0.3, 0.7, 1]
+    - filter: mlp
+      value: [1, 0.5, 0.7, 0.3, 0]
+    - value: 0.5 # fallback for rest of tensors
+dtype: bfloat16
+
+
+```
+
+On a top of 7b MistralForCausalLM I guess? (Ice0.68-25.01-RP is less coherent )
+
+![image/png](https://cdn-uploads.huggingface.co/production/uploads/63407b719dbfe0d48b2d763b/1_JTdpDV51BDfcLKJLxAE.png)
+
+
+# [Open LLM Leaderboard Evaluation Results](https://huggingface.co/spaces/open-llm-leaderboard/open_llm_leaderboard)
+Detailed results can be found [here](https://huggingface.co/datasets/open-llm-leaderboard/icefog72__IceNalyvkaRP-7b-details)
+
+|      Metric       |Value|
+|-------------------|----:|
+|Avg.               |23.11|
+|IFEval (0-Shot)    |54.98|
+|BBH (3-Shot)       |32.49|
+|MATH Lvl 5 (4-Shot)| 6.04|
+|GPQA (0-shot)      | 7.72|
+|MuSR (0-shot)      |15.27|
+|MMLU-PRO (5-shot)  |22.18|
+

config.json

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+{
+    "_name_or_path": "H:\\FModels\\Ice0.68-25.01-RP",
+    "architectures": [
+        "MistralForCausalLM"
+    ],
+    "attention_dropout": 0.0,
+    "bos_token_id": 1,
+    "eos_token_id": 2,
+    "head_dim": 128,
+    "hidden_act": "silu",
+    "hidden_size": 4096,
+    "initializer_range": 0.02,
+    "intermediate_size": 14336,
+    "max_position_embeddings": 32768,
+    "model_type": "mistral",
+    "num_attention_heads": 32,
+    "num_hidden_layers": 32,
+    "num_key_value_heads": 8,
+    "rms_norm_eps": 1e-05,
+    "rope_theta": 40000.0,
+    "sliding_window": null,
+    "tie_word_embeddings": false,
+    "torch_dtype": "bfloat16",
+    "transformers_version": "4.46.2",
+    "use_cache": true,
+    "vocab_size": 32000,
+    "quantization_config": {
+        "quant_method": "exl2",
+        "version": "0.2.7",
+        "bits": 8.0,
+        "head_bits": 8,
+        "calibration": {
+            "rows": 115,
+            "length": 2048,
+            "dataset": "(default)"
+        }
+    }
+}

mergekit_config.yml

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+slices:
+  - sources:
+      - model: H:\FModels\Ice0.69-25.01-RP
+        layer_range: [0, 32]
+      - model: H:\FModels\Ice0.68-25.01-RP
+        layer_range: [0, 32]
+
+merge_method: slerp
+base_model: H:\FModels\Ice0.68-25.01-RP
+parameters:
+  t:
+    - filter: self_attn
+      value: [0, 0.5, 0.3, 0.7, 1]
+    - filter: mlp
+      value: [1, 0.5, 0.7, 0.3, 0]
+    - value: 0.5 # fallback for rest of tensors
+dtype: bfloat16
+

model.safetensors.index.json

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