--- language: - en library_name: transformers pipeline_tag: text-generation datasets: - ise-uiuc/Magicoder-OSS-Instruct-75K - ise-uiuc/Magicoder-Evol-Instruct-110K tags: - code license: apache-2.0 model-index: - name: SpeechlessCoder results: - task: type: text-generation dataset: type: openai_humaneval name: HumanEval metrics: - name: pass@1 type: pass@1 value: verified: false ---

speechless-coder-ds-6.7b

[4, 5 and 8-bit GGUF models for CPU+GPU inference](https://huggingface.co/uukuguy/speechless-coder-ds-6.7b/tree/main/GGUF) Use the following dataset to fine-tune deepseek-ai/deepseek-coder-6.7b in order to improve the model's reasoning and planning abilities. context window length: 8192 max_tokens > 128 && < 8192 > Total 185,193 samples 426 MB - ise-uiuc/Magicoder-OSS-Instruct-75K 75,186 samples - ise-uiuc/Magicoder-Evol-Instruct-110K 110,007 samples 50 samples/T=0.2/MaxTokens=512/Top_P=0.95 Code: https://github.com/uukuguy/speechless ## How to Prompt the Model This model accepts the Alpaca instruction format. For example: ``` You are an intelligent programming assistant. ### Instruction: Implement a linked list in C++ ### Response: ``` ## HumanEval | Metric | Value | | --- | --- | | humaneval-python | | [Big Code Models Leaderboard](https://huggingface.co/spaces/bigcode/bigcode-models-leaderboard) CodeLlama-34B-Python: 53.29 CodeLlama-34B-Instruct: 50.79 CodeLlama-13B-Instruct: 50.6 CodeLlama-34B: 45.11 CodeLlama-13B-Python: 42.89 CodeLlama-13B: 35.07 ## BigCode Eval 0.314188 - metrics_humanevalfixtests-cpp: "pass@1": 0.27439024390243905 - metrics_humanevalfixtests-go: "pass@1": 0.23170731707317074 - metrics_humanevalfixtests-java: "pass@1": 0.25609756097560976 - metrics_humanevalfixtests-js: "pass@1": 0.21951219512195122 - metrics_humanevalfixtests-python: "pass@1": 0.23780487804878048 - metrics_humanevalfixtests-rust: "pass@1": 0.13414634146341464 0.390111 - metrics_humanevalsynthesize-cpp: "pass@1": 0.3780487804878049 - metrics_humanevalsynthesize-go: "pass@1": 0.25609756097560976 - metrics_humanevalsynthesize-java: "pass@1": 0.45121951219512196 - metrics_humanevalsynthesize-js: "pass@1": 0.4268292682926829 - metrics_humanevalsynthesize-python: "pass@1": 0.5365853658536586 - metrics_humanevalsynthesize-rust: "pass@1": 0.25 - metrics_mbpp: "pass@1": 0.432 ## LMEval [Open LLM Leaderboard](https://huggingface.co/spaces/HuggingFaceH4/open_llm_leaderboard) | Metric | Value | | --- | --- | | ARC | | | HellaSwag | | | MMLU | | | TruthfulQA | | | Average | |