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ymcui/Chinese-LLaMA-Alpaca

An open-source project providing Chinese LLaMA and instruction-tuned Alpaca large language models, optimized for Chinese NLP and local deployment on CPU/GPU.

Core Features

Expanded Chinese vocabulary for LLaMA models, improving encoding/decoding efficiency.

Open-source Chinese LLaMA models pre-trained with Chinese text and instruction-tuned Chinese Alpaca models.

Provides pre-training and instruction fine-tuning scripts for custom model development.

Supports local deployment and quantization on personal computers (CPU/GPU) for quick model experience.

Integrates with popular LLM ecosystems like Hugging Face Transformers, llama.cpp, and LangChain.

Detailed Introduction

This project pioneers the open-source release of Chinese LLaMA and instruction-tuned Alpaca large language models, aiming to foster open research in the Chinese NLP community. By expanding the original LLaMA's vocabulary with Chinese terms and conducting secondary pre-training with Chinese data, it significantly enhances fundamental Chinese semantic understanding. The instruction-tuned Alpaca models further improve comprehension and execution of Chinese instructions. The project also provides essential training scripts and facilitates local deployment on personal hardware, making advanced LLM capabilities accessible for research and development.