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  ---
 
 
 
 
 
 
 
 
 
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  license: apache-2.0
 
 
 
 
 
 
 
 
 
 
 
 
 
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  ---
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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  ---
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+ language:
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+ - en
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+ library_name: transformers
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+ pipeline_tag: text-generation
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+ datasets:
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+ - ise-uiuc/Magicoder-OSS-Instruct-75K
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+ - ise-uiuc/Magicoder-Evol-Instruct-110K
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+ tags:
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+ - code
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  license: apache-2.0
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+ model-index:
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+ - name: SpeechlessCoder
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+ results:
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+ - task:
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+ type: text-generation
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+ dataset:
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+ type: openai_humaneval
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+ name: HumanEval
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+ metrics:
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+ - name: pass@1
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+ type: pass@1
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+ value:
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+ verified: false
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  ---
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+
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+ <p><h1> speechless-coder-ds-1.3b </h1></p>
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+
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+ Use the following dataset to fine-tune deepseek-ai/deepseek-coder-1.3b in order to improve the model's reasoning and planning abilities.
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+
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+ context window length: 8192
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+ max_tokens > 128 && < 8192
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+ >
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+ Total 185,193 samples 426 MB
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+ - ise-uiuc/Magicoder-OSS-Instruct-75K 75,186 samples
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+ - ise-uiuc/Magicoder-Evol-Instruct-110K 110,007 samples
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+
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+
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+ 50 samples/T=0.2/MaxTokens=512/Top_P=0.95
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+
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+ Code: https://github.com/uukuguy/speechless
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+
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+ ## HumanEval
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+
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+ | Metric | Value |
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+ | --- | --- |
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+ | humaneval-python | |
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+
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+ [Big Code Models Leaderboard](https://huggingface.co/spaces/bigcode/bigcode-models-leaderboard)
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+
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+ CodeLlama-34B-Python: 53.29
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+
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+ CodeLlama-34B-Instruct: 50.79
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+
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+ CodeLlama-13B-Instruct: 50.6
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+
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+ CodeLlama-34B: 45.11
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+
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+ CodeLlama-13B-Python: 42.89
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+
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+ CodeLlama-13B: 35.07
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+
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+ ## BigCode Eval
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+ 0.205055
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+
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+ - metrics_humanevalfixtests-cpp: "pass@1": 0.054878048780487805
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+ - metrics_humanevalfixtests-go: "pass@1": 0.054878048780487805
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+ - metrics_humanevalfixtests-java: "pass@1": 0.042682926829268296
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+ - metrics_humanevalfixtests-js: "pass@1": 0.0975609756097561
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+ - metrics_humanevalfixtests-python: "pass@1": 0.06707317073170732
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+ - metrics_humanevalfixtests-rust: "pass@1": 0.018292682926829267
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+
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+ 0.332906
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+
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+ - metrics_humanevalsynthesize-cpp: "pass@1": 0.3475609756097561
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+ - metrics_humanevalsynthesize-go: "pass@1": 0.25609756097560976
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+ - metrics_humanevalsynthesize-java: "pass@1": 0.3353658536585366
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+ - metrics_humanevalsynthesize-js: "pass@1": 0.35365853658536583
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+ - metrics_humanevalsynthesize-python: "pass@1": 0.4024390243902439
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+ - metrics_humanevalsynthesize-rust: "pass@1": 0.20121951219512196
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+ - metrics_mbpp: "pass@1": 0.434
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+
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+
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+
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+
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+ ## LMEval
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+
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+ [Open LLM Leaderboard](https://huggingface.co/spaces/HuggingFaceH4/open_llm_leaderboard)
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+ | Metric | Value |
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+ | --- | --- |
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+ | ARC | |
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+ | HellaSwag | |
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+ | MMLU | |
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+ | TruthfulQA | |
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+ | Average | |
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+