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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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<p><h1> speechless-coder-ds-1.3b </h1></p> |
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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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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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50 samples/T=0.2/MaxTokens=512/Top_P=0.95 |
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Code: https://github.com/uukuguy/speechless |
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### How to Prompt the Model |
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This model accepts the Alpaca instruction format. |
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For example: |
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``` |
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You are an intelligent programming assistant. |
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### Instruction: |
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Implement a linked list in C++ |
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### Response: |
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``` |
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## HumanEval |
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| Metric | Value | |
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| --- | --- | |
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| humaneval-python | | |
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[Big Code Models Leaderboard](https://huggingface.co/spaces/bigcode/bigcode-models-leaderboard) |
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CodeLlama-34B-Python: 53.29 |
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CodeLlama-34B-Instruct: 50.79 |
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CodeLlama-13B-Instruct: 50.6 |
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CodeLlama-34B: 45.11 |
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CodeLlama-13B-Python: 42.89 |
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CodeLlama-13B: 35.07 |
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## BigCode Eval |
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0.205055 |
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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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0.332906 |
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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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## LMEval |
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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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