RichardErkhov
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README.md
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Quantization made by Richard Erkhov.
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[Github](https://github.com/RichardErkhov)
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[Discord](https://discord.gg/pvy7H8DZMG)
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[Request more models](https://github.com/RichardErkhov/quant_request)
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StrangeMerges_8-7B-slerp - GGUF
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- Model creator: https://huggingface.co/Gille/
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- Original model: https://huggingface.co/Gille/StrangeMerges_8-7B-slerp/
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| Name | Quant method | Size |
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| ---- | ---- | ---- |
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| [StrangeMerges_8-7B-slerp.Q2_K.gguf](https://huggingface.co/RichardErkhov/Gille_-_StrangeMerges_8-7B-slerp-gguf/blob/main/StrangeMerges_8-7B-slerp.Q2_K.gguf) | Q2_K | 2.53GB |
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| [StrangeMerges_8-7B-slerp.IQ3_XS.gguf](https://huggingface.co/RichardErkhov/Gille_-_StrangeMerges_8-7B-slerp-gguf/blob/main/StrangeMerges_8-7B-slerp.IQ3_XS.gguf) | IQ3_XS | 2.81GB |
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| [StrangeMerges_8-7B-slerp.IQ3_S.gguf](https://huggingface.co/RichardErkhov/Gille_-_StrangeMerges_8-7B-slerp-gguf/blob/main/StrangeMerges_8-7B-slerp.IQ3_S.gguf) | IQ3_S | 2.96GB |
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| [StrangeMerges_8-7B-slerp.Q3_K_S.gguf](https://huggingface.co/RichardErkhov/Gille_-_StrangeMerges_8-7B-slerp-gguf/blob/main/StrangeMerges_8-7B-slerp.Q3_K_S.gguf) | Q3_K_S | 2.95GB |
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| [StrangeMerges_8-7B-slerp.IQ3_M.gguf](https://huggingface.co/RichardErkhov/Gille_-_StrangeMerges_8-7B-slerp-gguf/blob/main/StrangeMerges_8-7B-slerp.IQ3_M.gguf) | IQ3_M | 3.06GB |
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| [StrangeMerges_8-7B-slerp.Q3_K.gguf](https://huggingface.co/RichardErkhov/Gille_-_StrangeMerges_8-7B-slerp-gguf/blob/main/StrangeMerges_8-7B-slerp.Q3_K.gguf) | Q3_K | 3.28GB |
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| [StrangeMerges_8-7B-slerp.Q3_K_M.gguf](https://huggingface.co/RichardErkhov/Gille_-_StrangeMerges_8-7B-slerp-gguf/blob/main/StrangeMerges_8-7B-slerp.Q3_K_M.gguf) | Q3_K_M | 3.28GB |
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| [StrangeMerges_8-7B-slerp.Q3_K_L.gguf](https://huggingface.co/RichardErkhov/Gille_-_StrangeMerges_8-7B-slerp-gguf/blob/main/StrangeMerges_8-7B-slerp.Q3_K_L.gguf) | Q3_K_L | 3.56GB |
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| [StrangeMerges_8-7B-slerp.IQ4_XS.gguf](https://huggingface.co/RichardErkhov/Gille_-_StrangeMerges_8-7B-slerp-gguf/blob/main/StrangeMerges_8-7B-slerp.IQ4_XS.gguf) | IQ4_XS | 3.67GB |
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| [StrangeMerges_8-7B-slerp.Q4_0.gguf](https://huggingface.co/RichardErkhov/Gille_-_StrangeMerges_8-7B-slerp-gguf/blob/main/StrangeMerges_8-7B-slerp.Q4_0.gguf) | Q4_0 | 3.83GB |
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| [StrangeMerges_8-7B-slerp.IQ4_NL.gguf](https://huggingface.co/RichardErkhov/Gille_-_StrangeMerges_8-7B-slerp-gguf/blob/main/StrangeMerges_8-7B-slerp.IQ4_NL.gguf) | IQ4_NL | 3.87GB |
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| [StrangeMerges_8-7B-slerp.Q4_K_S.gguf](https://huggingface.co/RichardErkhov/Gille_-_StrangeMerges_8-7B-slerp-gguf/blob/main/StrangeMerges_8-7B-slerp.Q4_K_S.gguf) | Q4_K_S | 3.86GB |
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| [StrangeMerges_8-7B-slerp.Q4_K.gguf](https://huggingface.co/RichardErkhov/Gille_-_StrangeMerges_8-7B-slerp-gguf/blob/main/StrangeMerges_8-7B-slerp.Q4_K.gguf) | Q4_K | 4.07GB |
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| [StrangeMerges_8-7B-slerp.Q4_K_M.gguf](https://huggingface.co/RichardErkhov/Gille_-_StrangeMerges_8-7B-slerp-gguf/blob/main/StrangeMerges_8-7B-slerp.Q4_K_M.gguf) | Q4_K_M | 4.07GB |
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| [StrangeMerges_8-7B-slerp.Q4_1.gguf](https://huggingface.co/RichardErkhov/Gille_-_StrangeMerges_8-7B-slerp-gguf/blob/main/StrangeMerges_8-7B-slerp.Q4_1.gguf) | Q4_1 | 4.24GB |
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| [StrangeMerges_8-7B-slerp.Q5_0.gguf](https://huggingface.co/RichardErkhov/Gille_-_StrangeMerges_8-7B-slerp-gguf/blob/main/StrangeMerges_8-7B-slerp.Q5_0.gguf) | Q5_0 | 4.65GB |
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| [StrangeMerges_8-7B-slerp.Q5_K_S.gguf](https://huggingface.co/RichardErkhov/Gille_-_StrangeMerges_8-7B-slerp-gguf/blob/main/StrangeMerges_8-7B-slerp.Q5_K_S.gguf) | Q5_K_S | 4.65GB |
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| [StrangeMerges_8-7B-slerp.Q5_K.gguf](https://huggingface.co/RichardErkhov/Gille_-_StrangeMerges_8-7B-slerp-gguf/blob/main/StrangeMerges_8-7B-slerp.Q5_K.gguf) | Q5_K | 4.78GB |
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| [StrangeMerges_8-7B-slerp.Q5_K_M.gguf](https://huggingface.co/RichardErkhov/Gille_-_StrangeMerges_8-7B-slerp-gguf/blob/main/StrangeMerges_8-7B-slerp.Q5_K_M.gguf) | Q5_K_M | 4.78GB |
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| [StrangeMerges_8-7B-slerp.Q5_1.gguf](https://huggingface.co/RichardErkhov/Gille_-_StrangeMerges_8-7B-slerp-gguf/blob/main/StrangeMerges_8-7B-slerp.Q5_1.gguf) | Q5_1 | 5.07GB |
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| [StrangeMerges_8-7B-slerp.Q6_K.gguf](https://huggingface.co/RichardErkhov/Gille_-_StrangeMerges_8-7B-slerp-gguf/blob/main/StrangeMerges_8-7B-slerp.Q6_K.gguf) | Q6_K | 5.53GB |
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| [StrangeMerges_8-7B-slerp.Q8_0.gguf](https://huggingface.co/RichardErkhov/Gille_-_StrangeMerges_8-7B-slerp-gguf/blob/main/StrangeMerges_8-7B-slerp.Q8_0.gguf) | Q8_0 | 7.17GB |
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Original model description:
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---
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license: apache-2.0
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tags:
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- merge
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- mergekit
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- lazymergekit
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- Gille/StrangeMerges_7-7B-slerp
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- Gille/StrangeMerges_5-7B-ties
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base_model:
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- Gille/StrangeMerges_7-7B-slerp
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- Gille/StrangeMerges_5-7B-ties
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model-index:
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- name: StrangeMerges_8-7B-slerp
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results:
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- task:
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type: text-generation
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name: Text Generation
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dataset:
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name: AI2 Reasoning Challenge (25-Shot)
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type: ai2_arc
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config: ARC-Challenge
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split: test
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args:
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num_few_shot: 25
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metrics:
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- type: acc_norm
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value: 71.08
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name: normalized accuracy
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source:
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url: https://huggingface.co/spaces/HuggingFaceH4/open_llm_leaderboard?query=Gille/StrangeMerges_8-7B-slerp
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name: Open LLM Leaderboard
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- task:
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type: text-generation
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name: Text Generation
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dataset:
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name: HellaSwag (10-Shot)
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type: hellaswag
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split: validation
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args:
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num_few_shot: 10
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metrics:
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- type: acc_norm
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value: 87.75
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name: normalized accuracy
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source:
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url: https://huggingface.co/spaces/HuggingFaceH4/open_llm_leaderboard?query=Gille/StrangeMerges_8-7B-slerp
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name: Open LLM Leaderboard
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- task:
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type: text-generation
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name: Text Generation
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dataset:
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name: MMLU (5-Shot)
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type: cais/mmlu
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config: all
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split: test
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args:
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num_few_shot: 5
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metrics:
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- type: acc
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value: 65.26
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name: accuracy
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source:
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url: https://huggingface.co/spaces/HuggingFaceH4/open_llm_leaderboard?query=Gille/StrangeMerges_8-7B-slerp
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name: Open LLM Leaderboard
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- task:
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type: text-generation
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name: Text Generation
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dataset:
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name: TruthfulQA (0-shot)
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type: truthful_qa
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config: multiple_choice
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split: validation
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args:
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num_few_shot: 0
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metrics:
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- type: mc2
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value: 64.52
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source:
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url: https://huggingface.co/spaces/HuggingFaceH4/open_llm_leaderboard?query=Gille/StrangeMerges_8-7B-slerp
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name: Open LLM Leaderboard
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- task:
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type: text-generation
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name: Text Generation
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dataset:
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name: Winogrande (5-shot)
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type: winogrande
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config: winogrande_xl
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split: validation
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args:
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num_few_shot: 5
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metrics:
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- type: acc
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value: 84.45
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name: accuracy
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source:
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url: https://huggingface.co/spaces/HuggingFaceH4/open_llm_leaderboard?query=Gille/StrangeMerges_8-7B-slerp
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name: Open LLM Leaderboard
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- task:
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type: text-generation
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name: Text Generation
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dataset:
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name: GSM8k (5-shot)
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type: gsm8k
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config: main
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split: test
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args:
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num_few_shot: 5
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metrics:
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- type: acc
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value: 67.25
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name: accuracy
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source:
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url: https://huggingface.co/spaces/HuggingFaceH4/open_llm_leaderboard?query=Gille/StrangeMerges_8-7B-slerp
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name: Open LLM Leaderboard
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---
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# StrangeMerges_8-7B-slerp
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StrangeMerges_8-7B-slerp is a merge of the following models using [LazyMergekit](https://colab.research.google.com/drive/1obulZ1ROXHjYLn6PPZJwRR6GzgQogxxb?usp=sharing):
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* [Gille/StrangeMerges_7-7B-slerp](https://huggingface.co/Gille/StrangeMerges_7-7B-slerp)
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* [Gille/StrangeMerges_5-7B-ties](https://huggingface.co/Gille/StrangeMerges_5-7B-ties)
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## 🧩 Configuration
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```yaml
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slices:
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- sources:
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- model: Gille/StrangeMerges_7-7B-slerp
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layer_range: [0, 32]
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- model: Gille/StrangeMerges_5-7B-ties
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layer_range: [0, 32]
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merge_method: slerp
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base_model: Gille/StrangeMerges_7-7B-slerp
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parameters:
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t:
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- filter: self_attn
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value: [0.9, 0.5, 0.3, 0.7, 0.1]
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- filter: mlp
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value: [0.1, 0.5, 0.7, 0.3, 0.9]
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- value: 0.5
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dtype: bfloat16
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```
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## 💻 Usage
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```python
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!pip install -qU transformers accelerate
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from transformers import AutoTokenizer
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import transformers
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import torch
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model = "Gille/StrangeMerges_8-7B-slerp"
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messages = [{"role": "user", "content": "What is a large language model?"}]
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tokenizer = AutoTokenizer.from_pretrained(model)
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prompt = tokenizer.apply_chat_template(messages, tokenize=False, add_generation_prompt=True)
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pipeline = transformers.pipeline(
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"text-generation",
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model=model,
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torch_dtype=torch.float16,
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device_map="auto",
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)
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outputs = pipeline(prompt, max_new_tokens=256, do_sample=True, temperature=0.7, top_k=50, top_p=0.95)
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print(outputs[0]["generated_text"])
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```
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# [Open LLM Leaderboard Evaluation Results](https://huggingface.co/spaces/HuggingFaceH4/open_llm_leaderboard)
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Detailed results can be found [here](https://huggingface.co/datasets/open-llm-leaderboard/details_Gille__StrangeMerges_8-7B-slerp)
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| Metric |Value|
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|---------------------------------|----:|
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|Avg. |73.39|
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|AI2 Reasoning Challenge (25-Shot)|71.08|
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|HellaSwag (10-Shot) |87.75|
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|MMLU (5-Shot) |65.26|
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|TruthfulQA (0-shot) |64.52|
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|Winogrande (5-shot) |84.45|
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|GSM8k (5-shot) |67.25|
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