#110 · Primary category: Foundation Models

Phi2-mini-Chinese

language-model phi-2 retrieval-augmented-generation text-generation

Phi2-Chinese-0.2B 从0开始训练自己的Phi2中文小模型,支持接入langchain加载本地知识库做检索增强生成RAG。Training your own Phi2 small chat model from scratch.

Project last updated:07/11/24

GitHub Stars

591

Forks

66

Contributors

2

License

Apache-2.0

Why we included this project

This 0.2B-parameter Chinese model follows the Phi-2 architecture, but the real draw is that the repo documents the whole training journey rather than just shipping a checkpoint. You get the data cleaning steps, BPE tokenizer training, causal language model pretraining, supervised instruction tuning, and DPO preference optimization, each laid out in sequence. The Hugging Face weights load directly for Chinese text generation, and there is a notebook that shows hooking the model into a local knowledge base through LangChain for retrieval-augmented question answering. The authors are upfront that this is an experimental project with limited pretraining data, so treat it as a hands-on starting point for training your own small model rather than a production assistant.

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