├── .gitignore ├── README.md ├── agent └── qwen2_openai_function_call │ ├── README.md │ ├── openai_api.py │ ├── openai_test.py │ └── qwen_generation_utils.py ├── ai-answer ├── capture.py ├── capture_png.png └── requirements.txt ├── ai-detection └── README.md ├── ai-digital └── README.md ├── ai-picture └── README.md ├── ai-video └── README.md ├── ai-voice └── README.md ├── assets ├── ai-app.png ├── guo.jpg ├── image-20240430221857315.png ├── landscape-latest.png ├── rag-技术路线.png ├── sologan.png ├── 基于知识库的大模型问答.png ├── 手把手教你大模型RAG框架架构 .jpg ├── 程序锅锅公众号-1714486122128.jpg └── 程序锅锅公众号.jpg ├── git-pull-push.sh ├── llm-api └── README.md ├── llm-data └── README.md ├── llm-rag ├── .env.example ├── RAG │ ├── Embeddings.py │ ├── FaissVectorBase.py │ ├── LLM.py │ ├── PaddleEmbedding.py │ ├── PostEmbedding.py │ ├── VectorBase.py │ ├── ZillizVectorStore.py │ ├── __pycache__ │ │ ├── Embeddings.cpython-310.pyc │ │ ├── FaissVectorBase.cpython-310.pyc │ │ ├── LLM.cpython-310.pyc │ │ ├── PaddleEmbedding.cpython-310.pyc │ │ ├── VectorBase.cpython-310.pyc │ │ ├── ZillizVectorStore.cpython-310.pyc │ │ └── utils.cpython-310.pyc │ ├── config.ini │ └── utils.py ├── README.md ├── assets │ └── image-20240429233550548.png ├── clk_test.py ├── data │ ├── README.md │ └── test.py ├── docement.json ├── dtest.py ├── example.py ├── images │ ├── RAG.png │ └── Retrieval-Augmented Generation（RAG-Learning）.png ├── paper.md ├── pip_list.txt ├── requirements.txt ├── storage │ └── README.md └── tutorial │ ├── 01.如何调用大模型API │ ├── README.md │ └── test.py │ ├── 02.RAG介绍 │ ├── README.md │ └── 绘图1.eddx │ ├── 03.部署环境准备 │ └── test.py │ ├── 04.知识库构建 │ └── prepare.py │ ├── 05.基于知识库的大模型问答 │ ├── .env │ ├── 05-knowledge-prepare.ipynb │ ├── 05-knowledge-test.ipynb │ ├── RAG │ │ ├── Embeddings.py │ │ ├── FaissVectorBase.py │ │ ├── LLM.py │ │ ├── PaddleEmbedding.py │ │ ├── PostEmbedding.py │ │ ├── VectorBase.py │ │ ├── ZillizVectorStore.py │ │ ├── __pycache__ │ │ │ ├── Embeddings.cpython-311.pyc │ │ │ ├── Embeddings.cpython-38.pyc │ │ │ ├── PaddleEmbedding.cpython-311.pyc │ │ │ ├── PaddleEmbedding.cpython-38.pyc │ │ │ ├── VectorBase.cpython-311.pyc │ │ │ ├── VectorBase.cpython-38.pyc │ │ │ └── utils.cpython-38.pyc │ │ ├── config.ini │ │ └── utils.py │ └── README.md │ ├── 06.改进-用自己的embedding模型 │ ├── 06-self-embedding.ipynb │ └── README.md │ ├── 07.封装镜像对外提供服务 │ ├── ServerTest.py │ ├── app.py │ ├── prepare.py │ ├── response.py │ └── runserver.py │ ├── 08.改进-基于Faiss的大模型知识索引构建 │ ├── .env │ ├── 08-Faiss-prepare.ipynb │ ├── 08-Faiss-test.ipynb │ ├── Chapter08-Faiss.ipynb │ ├── RAG │ │ ├── Embeddings.py │ │ ├── FaissVectorBase.py │ │ ├── LLM.py │ │ ├── PaddleEmbedding.py │ │ ├── PostEmbedding.py │ │ ├── VectorBase.py │ │ ├── ZillizVectorStore.py │ │ ├── __pycache__ │ │ │ ├── Embeddings.cpython-311.pyc │ │ │ ├── Embeddings.cpython-38.pyc │ │ │ ├── PaddleEmbedding.cpython-311.pyc │ │ │ ├── PaddleEmbedding.cpython-38.pyc │ │ │ ├── VectorBase.cpython-311.pyc │ │ │ └── VectorBase.cpython-38.pyc │ │ ├── config.ini │ │ └── utils.py │ └── README.md │ ├── 09.改进-使用Milvus向量数据库 │ ├── .env │ ├── RAG │ │ ├── Embeddings.py │ │ ├── FaissVectorBase.py │ │ ├── LLM.py │ │ ├── PaddleEmbedding.py │ │ ├── PostEmbedding.py │ │ ├── VectorBase.py │ │ ├── ZillizVectorStore.py │ │ ├── __pycache__ │ │ │ ├── Embeddings.cpython-311.pyc │ │ │ ├── Embeddings.cpython-38.pyc │ │ │ ├── PaddleEmbedding.cpython-311.pyc │ │ │ ├── PaddleEmbedding.cpython-38.pyc │ │ │ ├── VectorBase.cpython-311.pyc │ │ │ └── VectorBase.cpython-38.pyc │ │ ├── config.ini │ │ └── utils.py │ ├── README.md │ ├── cloud-vectordb-examples │ │ ├── README.md │ │ ├── milvus-java │ │ │ ├── README.md │ │ │ ├── READMEServerless.md │ │ │ ├── pom.xml │ │ │ └── src │ │ │ │ └── main │ │ │ │ ├── java │ │ │ │ ├── demo │ │ │ │ │ ├── HelloZillizVectorDB.java │ │ │ │ │ └── HelloZillizVectorDBServerless.java │ │ │ │ └── util │ │ │ │ │ └── PropertyFilesUtil.java │ │ │ │ └── resources │ │ │ │ ├── RunSettings.properties │ │ │ │ └── RunSettingsServerless.properties │ │ ├── node │ │ │ ├── .gitignore │ │ │ ├── HelloZillizCloud.js │ │ │ ├── HelloZillizCloud.serverless.js │ │ │ ├── README.md │ │ │ ├── config.js │ │ │ ├── config.serverless.js │ │ │ ├── package.json │ │ │ ├── utils.js │ │ │ └── yarn.lock │ │ ├── python │ │ │ ├── README.md │ │ │ ├── README_serverless.md │ │ │ ├── config.ini │ │ │ ├── config_serverless.ini │ │ │ ├── hello_zilliz_vectordb.py │ │ │ └── hello_zilliz_vectordb_serverless.py │ │ └── zilliz_go │ │ │ ├── HelloZillizCloud.go │ │ │ ├── README.md │ │ │ ├── config.go │ │ │ ├── go.mod │ │ │ └── go.sum │ ├── config.ini │ ├── prepare.py │ └── test.py │ └── 10.前端构建 │ ├── config.ini │ ├── requirements.txt │ ├── test.py │ └── web_demo.py ├── llm-train ├── baichuan13B │ ├── README.md │ ├── examples │ │ ├── README_zh.md │ │ ├── inference │ │ │ ├── api_demo.sh │ │ │ ├── cli_demo.sh │ │ │ ├── vllm_demo.sh │ │ │ └── web_demo.sh │ │ ├── run_baichuan13B_merge_lora.sh │ │ └── run_baichuan13B_sft_lora.sh │ └── src │ │ ├── api_demo.py │ │ ├── cli_demo.py │ │ ├── evaluate.py │ │ ├── export_model.py │ │ ├── llmtuner │ │ ├── __init__.py │ │ ├── __pycache__ │ │ │ ├── __init__.cpython-310.pyc │ │ │ └── __init__.cpython-311.pyc │ │ ├── api │ │ │ ├── __init__.py │ │ │ ├── __pycache__ │ │ │ │ ├── __init__.cpython-310.pyc │ │ │ │ ├── __init__.cpython-311.pyc │ │ │ │ ├── app.cpython-310.pyc │ │ │ │ ├── app.cpython-311.pyc │ │ │ │ └── protocol.cpython-310.pyc │ │ │ ├── app.py │ │ │ └── protocol.py │ │ ├── chat │ │ │ ├── __init__.py │ │ │ ├── __pycache__ │ │ │ │ ├── __init__.cpython-310.pyc │ │ │ │ ├── base_engine.cpython-310.pyc │ │ │ │ ├── chat_model.cpython-310.pyc │ │ │ │ ├── hf_engine.cpython-310.pyc │ │ │ │ └── vllm_engine.cpython-310.pyc │ │ │ ├── base_engine.py │ │ │ ├── chat_model.py │ │ │ ├── hf_engine.py │ │ │ └── vllm_engine.py │ │ ├── data │ │ │ ├── __init__.py │ │ │ ├── __pycache__ │ │ │ │ ├── __init__.cpython-310.pyc │ │ │ │ ├── aligner.cpython-310.pyc │ │ │ │ ├── collator.cpython-310.pyc │ │ │ │ ├── formatter.cpython-310.pyc │ │ │ │ ├── loader.cpython-310.pyc │ │ │ │ ├── parser.cpython-310.pyc │ │ │ │ ├── preprocess.cpython-310.pyc │ │ │ │ ├── template.cpython-310.pyc │ │ │ │ └── utils.cpython-310.pyc │ │ │ ├── aligner.py │ │ │ ├── collator.py │ │ │ ├── formatter.py │ │ │ ├── loader.py │ │ │ ├── parser.py │ │ │ ├── preprocess.py │ │ │ ├── template.py │ │ │ └── utils.py │ │ ├── eval │ │ │ ├── __init__.py │ │ │ ├── __pycache__ │ │ │ │ ├── __init__.cpython-310.pyc │ │ │ │ ├── evaluator.cpython-310.pyc │ │ │ │ └── template.cpython-310.pyc │ │ │ ├── evaluator.py │ │ │ └── template.py │ │ ├── extras │ │ │ ├── __init__.py │ │ │ ├── __pycache__ │ │ │ │ ├── __init__.cpython-310.pyc │ │ │ │ ├── callbacks.cpython-310.pyc │ │ │ │ ├── constants.cpython-310.pyc │ │ │ │ ├── logging.cpython-310.pyc │ │ │ │ ├── misc.cpython-310.pyc │ │ │ │ ├── packages.cpython-310.pyc │ │ │ │ └── ploting.cpython-310.pyc │ │ │ ├── callbacks.py │ │ │ ├── constants.py │ │ │ ├── logging.py │ │ │ ├── misc.py │ │ │ ├── packages.py │ │ │ └── ploting.py │ │ ├── hparams │ │ │ ├── __init__.py │ │ │ ├── __pycache__ │ │ │ │ ├── __init__.cpython-310.pyc │ │ │ │ ├── data_args.cpython-310.pyc │ │ │ │ ├── evaluation_args.cpython-310.pyc │ │ │ │ ├── finetuning_args.cpython-310.pyc │ │ │ │ ├── generating_args.cpython-310.pyc │ │ │ │ ├── model_args.cpython-310.pyc │ │ │ │ └── parser.cpython-310.pyc │ │ │ ├── data_args.py │ │ │ ├── evaluation_args.py │ │ │ ├── finetuning_args.py │ │ │ ├── generating_args.py │ │ │ ├── model_args.py │ │ │ └── parser.py │ │ ├── model │ │ │ ├── __init__.py │ │ │ ├── __pycache__ │ │ │ │ ├── __init__.cpython-310.pyc │ │ │ │ ├── adapter.cpython-310.pyc │ │ │ │ ├── loader.cpython-310.pyc │ │ │ │ └── patcher.cpython-310.pyc │ │ │ ├── adapter.py │ │ │ ├── loader.py │ │ │ ├── patcher.py │ │ │ └── utils │ │ │ │ ├── __init__.py │ │ │ │ ├── __pycache__ │ │ │ │ ├── __init__.cpython-310.pyc │ │ │ │ ├── attention.cpython-310.pyc │ │ │ │ ├── checkpointing.cpython-310.pyc │ │ │ │ ├── embedding.cpython-310.pyc │ │ │ │ ├── longlora.cpython-310.pyc │ │ │ │ ├── misc.cpython-310.pyc │ │ │ │ ├── mod.cpython-310.pyc │ │ │ │ ├── moe.cpython-310.pyc │ │ │ │ ├── quantization.cpython-310.pyc │ │ │ │ ├── rope.cpython-310.pyc │ │ │ │ ├── unsloth.cpython-310.pyc │ │ │ │ ├── valuehead.cpython-310.pyc │ │ │ │ └── visual.cpython-310.pyc │ │ │ │ ├── attention.py │ │ │ │ ├── checkpointing.py │ │ │ │ ├── embedding.py │ │ │ │ ├── longlora.py │ │ │ │ ├── misc.py │ │ │ │ ├── mod.py │ │ │ │ ├── moe.py │ │ │ │ ├── quantization.py │ │ │ │ ├── rope.py │ │ │ │ ├── unsloth.py │ │ │ │ ├── valuehead.py │ │ │ │ └── visual.py │ │ ├── train │ │ │ ├── __init__.py │ │ │ ├── __pycache__ │ │ │ │ ├── __init__.cpython-310.pyc │ │ │ │ ├── tuner.cpython-310.pyc │ │ │ │ └── utils.cpython-310.pyc │ │ │ ├── dpo │ │ │ │ ├── __init__.py │ │ │ │ ├── __pycache__ │ │ │ │ │ ├── __init__.cpython-310.pyc │ │ │ │ │ ├── trainer.cpython-310.pyc │ │ │ │ │ └── workflow.cpython-310.pyc │ │ │ │ ├── trainer.py │ │ │ │ └── workflow.py │ │ │ ├── orpo │ │ │ │ ├── __init__.py │ │ │ │ ├── __pycache__ │ │ │ │ │ ├── __init__.cpython-310.pyc │ │ │ │ │ ├── trainer.cpython-310.pyc │ │ │ │ │ └── workflow.cpython-310.pyc │ │ │ │ ├── trainer.py │ │ │ │ └── workflow.py │ │ │ ├── ppo │ │ │ │ ├── __init__.py │ │ │ │ ├── __pycache__ │ │ │ │ │ ├── __init__.cpython-310.pyc │ │ │ │ │ ├── trainer.cpython-310.pyc │ │ │ │ │ ├── utils.cpython-310.pyc │ │ │ │ │ └── workflow.cpython-310.pyc │ │ │ │ ├── trainer.py │ │ │ │ ├── utils.py │ │ │ │ └── workflow.py │ │ │ ├── pt │ │ │ │ ├── __init__.py │ │ │ │ ├── __pycache__ │ │ │ │ │ ├── __init__.cpython-310.pyc │ │ │ │ │ ├── trainer.cpython-310.pyc │ │ │ │ │ └── workflow.cpython-310.pyc │ │ │ │ ├── trainer.py │ │ │ │ └── workflow.py │ │ │ ├── rm │ │ │ │ ├── __init__.py │ │ │ │ ├── __pycache__ │ │ │ │ │ ├── __init__.cpython-310.pyc │ │ │ │ │ ├── metric.cpython-310.pyc │ │ │ │ │ ├── trainer.cpython-310.pyc │ │ │ │ │ └── workflow.cpython-310.pyc │ │ │ │ ├── metric.py │ │ │ │ ├── trainer.py │ │ │ │ └── workflow.py │ │ │ ├── sft │ │ │ │ ├── __init__.py │ │ │ │ ├── __pycache__ │ │ │ │ │ ├── __init__.cpython-310.pyc │ │ │ │ │ ├── metric.cpython-310.pyc │ │ │ │ │ ├── trainer.cpython-310.pyc │ │ │ │ │ └── workflow.cpython-310.pyc │ │ │ │ ├── metric.py │ │ │ │ ├── trainer.py │ │ │ │ └── workflow.py │ │ │ ├── tuner.py │ │ │ └── utils.py │ │ └── webui │ │ │ ├── __init__.py │ │ │ ├── __pycache__ │ │ │ ├── __init__.cpython-310.pyc │ │ │ ├── chatter.cpython-310.pyc │ │ │ ├── common.cpython-310.pyc │ │ │ ├── css.cpython-310.pyc │ │ │ ├── engine.cpython-310.pyc │ │ │ ├── interface.cpython-310.pyc │ │ │ ├── locales.cpython-310.pyc │ │ │ ├── manager.cpython-310.pyc │ │ │ ├── runner.cpython-310.pyc │ │ │ └── utils.cpython-310.pyc │ │ │ ├── chatter.py │ │ │ ├── common.py │ │ │ ├── components │ │ │ ├── __init__.py │ │ │ ├── __pycache__ │ │ │ │ ├── __init__.cpython-310.pyc │ │ │ │ ├── chatbot.cpython-310.pyc │ │ │ │ ├── data.cpython-310.pyc │ │ │ │ ├── eval.cpython-310.pyc │ │ │ │ ├── export.cpython-310.pyc │ │ │ │ ├── infer.cpython-310.pyc │ │ │ │ ├── top.cpython-310.pyc │ │ │ │ └── train.cpython-310.pyc │ │ │ ├── chatbot.py │ │ │ ├── data.py │ │ │ ├── eval.py │ │ │ ├── export.py │ │ │ ├── infer.py │ │ │ ├── top.py │ │ │ └── train.py │ │ │ ├── css.py │ │ │ ├── engine.py │ │ │ ├── interface.py │ │ │ ├── locales.py │ │ │ ├── manager.py │ │ │ ├── runner.py │ │ │ └── utils.py │ │ ├── train_bash.py │ │ ├── train_web.py │ │ └── web_demo.py ├── comment │ ├── README.md │ ├── lora权重 │ │ └── 网盘权重链接.txt │ └── requirement.txt ├── gpt2 │ ├── README.md │ ├── fineweb.py │ ├── gpt2.log │ ├── hellaswag.py │ ├── log │ │ └── log.txt │ ├── play.ipynb │ └── train_gpt2.py └── lora │ ├── README.md │ └── lora_finetuning.ipynb ├── paper └── LLM_Survey_Chinese.pdf └── pic └── awesome-ai-agents ├── README.md ├── assets ├── .DS_Store ├── footer.png └── landscape-latest.png ├── image-1.png ├── image-2.png └── image.png /.gitignore: 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