Transformers
Safetensors
English
text-generation-inference
unsloth
mixtral
mixture-of-experts
qlora
code-generation
python-coder
code-alpaca
Instructions to use Puxis97/Mixtral-8x7B-Python-Coder-CodeAlpaca with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- Transformers
How to use Puxis97/Mixtral-8x7B-Python-Coder-CodeAlpaca with Transformers:
# Load model directly from transformers import AutoModel model = AutoModel.from_pretrained("Puxis97/Mixtral-8x7B-Python-Coder-CodeAlpaca", dtype="auto") - Notebooks
- Google Colab
- Kaggle
- Local Apps
- Unsloth Studio new
How to use Puxis97/Mixtral-8x7B-Python-Coder-CodeAlpaca with Unsloth Studio:
Install Unsloth Studio (macOS, Linux, WSL)
curl -fsSL https://unsloth.ai/install.sh | sh # Run unsloth studio unsloth studio -H 0.0.0.0 -p 8888 # Then open http://localhost:8888 in your browser # Search for Puxis97/Mixtral-8x7B-Python-Coder-CodeAlpaca to start chatting
Install Unsloth Studio (Windows)
irm https://unsloth.ai/install.ps1 | iex # Run unsloth studio unsloth studio -H 0.0.0.0 -p 8888 # Then open http://localhost:8888 in your browser # Search for Puxis97/Mixtral-8x7B-Python-Coder-CodeAlpaca to start chatting
Using HuggingFace Spaces for Unsloth
# No setup required # Open https://huggingface.co/spaces/unsloth/studio in your browser # Search for Puxis97/Mixtral-8x7B-Python-Coder-CodeAlpaca to start chatting
Load model with FastModel
pip install unsloth from unsloth import FastModel model, tokenizer = FastModel.from_pretrained( model_name="Puxis97/Mixtral-8x7B-Python-Coder-CodeAlpaca", max_seq_length=2048, )
| # ⚠️ YAML Header | |
| # This section defines the model's metadata on Hugging Face | |
| base_model: mistralai/Mixtral-8x7B-Instruct-v0.1 | |
| tags: | |
| - text-generation-inference | |
| - transformers | |
| - unsloth | |
| - mixtral | |
| - mixture-of-experts | |
| - qlora | |
| - code-generation | |
| - python-coder | |
| - code-alpaca | |
| license: apache-2.0 | |
| language: | |
| - en | |
| # Puxis97/Mixtral-8x7B-Python-Coder-CodeAlpaca 🐍 | |
| This model is a **Mixtral 8x7B Instruct** model fine-tuned using **QLoRA** on the **CodeAlpaca 20K** dataset to specialize in **Python code instruction following and generation**. | |
| - **Developed by:** Puxis97 | |
| - **License:** apache-2.0 | |
| - **Finetuned from model :** mistralai/Mixtral-8x7B-Instruct-v0.1 | |
| ### Training Details | |
| This fine-tuned model was built for high-efficiency using **Unsloth's QLoRA optimizations** and the Hugging Face TRL library, resulting in a powerful, instruction-following code generation model that runs on consumer GPUs. | |
| | Setting | Value | | |
| | :--- | :--- | | |
| | **Base Model** | `mistralai/Mixtral-8x7B-Instruct-v0.1` | | |
| | **Dataset** | `HuggingFaceH4/CodeAlpaca_20K` | | |
| | **Method** | QLoRA (4-bit quantization) | | |
| | **Task** | Code Instruction Following / Python Coding | | |
| [<img src="https://raw.githubusercontent.com/unslothai/unsloth/main/images/unsloth%20made%20with%20love.png" width="200"/>](https://github.com/unslothai/unsloth) |