| license: bigcode-openrail-m | |
| library_name: transformers | |
| tags: | |
| - code | |
| - mlx | |
| base_model: bigcode/starcoder2-15b | |
| datasets: | |
| - bigcode/self-oss-instruct-sc2-exec-filter-50k | |
| pipeline_tag: text-generation | |
| model-index: | |
| - name: starcoder2-15b-instruct-v0.1 | |
| results: | |
| - task: | |
| type: text-generation | |
| dataset: | |
| name: LiveCodeBench (code generation) | |
| type: livecodebench-codegeneration | |
| metrics: | |
| - type: pass@1 | |
| value: 20.4 | |
| - task: | |
| type: text-generation | |
| dataset: | |
| name: LiveCodeBench (self repair) | |
| type: livecodebench-selfrepair | |
| metrics: | |
| - type: pass@1 | |
| value: 20.9 | |
| - task: | |
| type: text-generation | |
| dataset: | |
| name: LiveCodeBench (test output prediction) | |
| type: livecodebench-testoutputprediction | |
| metrics: | |
| - type: pass@1 | |
| value: 29.8 | |
| - task: | |
| type: text-generation | |
| dataset: | |
| name: LiveCodeBench (code execution) | |
| type: livecodebench-codeexecution | |
| metrics: | |
| - type: pass@1 | |
| value: 28.1 | |
| - task: | |
| type: text-generation | |
| dataset: | |
| name: HumanEval | |
| type: humaneval | |
| metrics: | |
| - type: pass@1 | |
| value: 72.6 | |
| - task: | |
| type: text-generation | |
| dataset: | |
| name: HumanEval+ | |
| type: humanevalplus | |
| metrics: | |
| - type: pass@1 | |
| value: 63.4 | |
| - task: | |
| type: text-generation | |
| dataset: | |
| name: MBPP | |
| type: mbpp | |
| metrics: | |
| - type: pass@1 | |
| value: 75.2 | |
| - task: | |
| type: text-generation | |
| dataset: | |
| name: MBPP+ | |
| type: mbppplus | |
| metrics: | |
| - type: pass@1 | |
| value: 61.2 | |
| - task: | |
| type: text-generation | |
| dataset: | |
| name: DS-1000 | |
| type: ds-1000 | |
| metrics: | |
| - type: pass@1 | |
| value: 40.6 | |
| # mlx-community/starcoder2-15b-instruct-v0.1 | |
| This model was converted to MLX format from [`bigcode/starcoder2-15b-instruct-v0.1`]() using mlx-lm version **0.12.1**. | |
| Refer to the [original model card](https://huggingface.co/bigcode/starcoder2-15b-instruct-v0.1) for more details on the model. | |
| ## Use with mlx | |
| ```bash | |
| pip install mlx-lm | |
| ``` | |
| ```python | |
| from mlx_lm import load, generate | |
| model, tokenizer = load("mlx-community/starcoder2-15b-instruct-v0.1") | |
| response = generate(model, tokenizer, prompt="hello", verbose=True) | |
| ``` | |