GenAI - CodeLlama-7B-Instruct - Fine-tuned chatbot

model_name = "codellama/CodeLlama-7b-Python-hf"

Fine-tune CodeLlama-7B-Instruct on Python-specific datasets (e.g., CodeAlpaca) to create a coding-focused chatbot.

File Structure

├── Dataset.py
├── tokenizer.py
├── inference.py
├── requirements.txt
├── python_chat_train.jsonl
└── python_chat_eval.jsonl

Dataset: https://huggingface.co/datasets/HuggingFaceH4/CodeAlpaca_20K

Hugging Face Transformers and PEFT (Parameter-Efficient Fine-Tuning)

Datasets: https://huggingface.co/docs/datasets/index https://huggingface.co/datasets/Nan-Do/code-search-net-python

https://arxiv.org/abs/2006.11239 https://pytorch.org/tutorials/beginner/dcgan_faces_tutorial.html https://huggingface.co/docs/transformers/quicktour

https://huggingface.co/ https://arxiv.org/ https://deepmind.com/blog

Fine-tune on Custom Data: Python