| | --- |
| | library_name: transformers |
| | license: llama2 |
| | base_model: |
| | - codellama/CodeLlama-34b-Instruct-hf |
| | pipeline_tag: text-generation |
| | --- |
| | |
| | Converted version of [CodeLlama-34b-Instruct-hf](https://huggingface.co/codellama/CodeLlama-34b-Instruct-hf) to 4-bit using bitsandbytes. For more information |
| | about the model, refer to the model's page. |
| |
|
| | Impact on performance |
| |
|
| | We evaluated the models using a panel of giga-models (GPT-4o, Gemini Pro 1.5, and Claude-Sonnet 3.5). The scoring ranged from 0, indicating a model unsuitable |
| | for the task, to 5, representing a model that fully met expectations. The evaluation was based on 67 instructions across four programming languages: Python, |
| | Java, JavaScript, and Pseudo-code. All tests were conducted in a French-language context, and models were heavily penalized if they responded in another language, |
| | even if the response was technically correct. |
| |
|
| | | model | score | # params (Billion) | size (GB) | |
| | |------------------------------------------------:|:--------:|:------------------:|:---------:| |
| | | gemini-1.5-pro | 4.51 | NA | NA | |
| | | gpt-4o | 4.51 | NA | NA | |
| | | claude3.5-sonnet | 4.49 | NA | NA | |
| | | Qwen/Qwen2.5-Coder-32B-Instruct | 4.41 | 32.8 | 65.6 | |
| | | Qwen/Qwen2.5-32B-Instruct | 4.40 | 32.8 | 65.6 | |
| | | cmarkea/Qwen2.5-32B-Instruct-4bit | 4.36 | 32.8 | 16.4 | |
| | | deepseek-ai/DeepSeek-Coder-V2-Lite-Instruct | 4.24 | 15.7 | 31.4 | |
| | | meta-llama/Meta-Llama-3.1-70B-Instruct | 4.23 | 70.06 | 140.12 | |
| | | cmarkea/Meta-Llama-3.1-70B-Instruct-4bit | 4.14 | 70.06 | 35.3 | |
| | | cmarkea/Mixtral-8x7B-Instruct-v0.1-4bit | 3.8 | 46.7 | 23.35 | |
| | | meta-llama/Meta-Llama-3.1-8B-Instruct | 3.73 | 8.03 | 16.06 | |
| | | mistralai/Mixtral-8x7B-Instruct-v0.1 | 3.33 | 46.7 | 93.4 | |
| | | codellama/CodeLlama-13b-Instruct-hf | 3.33 | 13 | 26 | |
| | | codellama/CodeLlama-34b-Instruct-hf | 3.27 | 33.7 | 67.4 | |
| | | codellama/CodeLlama-7b-Instruct-hf | 3.19 | 6.74 | 13.48 | |
| | | **cmarkea/CodeLlama-34b-Instruct-hf-4bit** | **3.12** | **33.7** | **16.85** | |
| | | codellama/CodeLlama-70b-Instruct-hf | 1.82 | 69 | 138 | |
| | | cmarkea/CodeLlama-70b-Instruct-hf-4bit | 1.64 | 69 | 34.5 | |
