{"id":44260,"date":"2025-06-18T09:33:19","date_gmt":"2025-06-18T01:33:19","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/44260.html"},"modified":"2025-06-18T09:33:19","modified_gmt":"2025-06-18T01:33:19","slug":"llama_index-chromadb%e5%ae%9e%e7%8e%b0rag%e7%9a%84%e7%ae%80%e5%8d%95%e5%ba%94%e7%94%a8","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/44260.html","title":{"rendered":"llama_index chromadb\u5b9e\u73b0RAG\u7684\u7b80\u5355\u5e94\u7528"},"content":{"rendered":"<p>\u6b64demo\u662f\u81ea\u5df1\u63d0\u7684\u4e00\u4e2a\u9700\u6c42&#xff1a;\u7528modelscope\u4e0b\u8f7d\u7684\u672c\u5730\u5927\u6a21\u578b\u5b9e\u73b0RAG\u5e94\u7528\u3002\u6bd5\u7adf\u5927\u6a21\u578b\u672c\u5730\u5316\u6709\u5229\u4e8e\u5fae\u8c03&#xff0c;RAG\u4f7f\u5185\u5bb9\u66f4\u6709\u4f9d\u636e\u3002<\/p>\n<h3>\u4e3a\u4ec0\u4e48\u8981\u7528RAG&#xff1f;<\/h3>\n<p>\u7531\u4e8e\u5927\u6a21\u578b\u5b58\u5728\u4e00\u5b9a\u7684\u5c40\u9650\u6027&#xff1a;\u77e5\u8bc6\u65f6\u6548\u6027\u4e0d\u8db3\u3001\u4e13\u4e1a\u9886\u57df\u8986\u76d6\u6709\u9650\u4ee5\u53ca\u751f\u6210\u7ed3\u679c\u6613\u51fa\u73b0\u201c\u5e7b\u89c9\u201d\u95ee\u9898&#xff0c;\u9700\u8981\u901a\u8fc7\u7ed3\u5408\u5b9e\u65f6\u6570\u636e\u548c\u4e13\u4e1a\u77e5\u8bc6\u63d0\u5347\u751f\u6210\u5185\u5bb9\u7684\u51c6\u786e\u6027\u3001\u65f6\u6548\u6027\u548c\u53ef\u4fe1\u5ea6\u3002\u200c\u200c\u68c0\u7d22\u589e\u5f3a\u751f\u6210&#xff08;RAG&#xff09;\u7684\u6838\u5fc3\u4ef7\u503c\u5728\u4e8e\u5f25\u8865\u5927\u6a21\u578b\u56fa\u6709\u7f3a\u9677<\/p>\n<h3>\u4e00\u4e2a\u7b80\u5355\u6837\u4f8b<\/h3>\n<p>\u52a0\u8f7d\u672c\u5730\u5927\u8bed\u8a00\u6a21\u578b\u548cembedding\u6a21\u578b&#xff0c;\u8bfb\u53d6\u6307\u5b9a\u76ee\u5f55\u4e0b\u7684\u6587\u6863<\/p>\n<p>import os<br \/>\nimport chromadb<br \/>\nfrom modelscope import snapshot_download<br \/>\nfrom llama_index.core import VectorStoreIndex, SimpleDirectoryReader, Settings<br \/>\nfrom llama_index.core.node_parser import SimpleNodeParser<br \/>\nfrom llama_index.embeddings.huggingface import HuggingFaceEmbedding<br \/>\nfrom llama_index.llms.huggingface import HuggingFaceLLM<br \/>\nfrom llama_index.core.base.llms.types import ChatMessage<br \/>\nfrom llama_index.vector_stores.chroma import ChromaVectorStore<br \/>\n# llamaindex\u4e2d\u6587\u7f51\u7ad9 https:\/\/www.aidoczh.com\/llamaindex\/module_guides\/index.html<br \/>\n# https:\/\/docs.llamaindex.ai\/en\/stable\/use_cases\/<br \/>\nfrom dotenv import load_dotenv<br \/>\nload_dotenv(dotenv_path&#061;&#034;.env&#034;)<br \/>\ncache_apath &#061; os.path.join(os.getcwd(), &#039;cache&#039;)<br \/>\nos.environ[&#034;TRANSFORMERS_CACHE&#034;] &#061; cache_apath<br \/>\nos.environ[&#034;HF_HOME&#034;] &#061; cache_apath<br \/>\nos.environ[&#034;MODELSCOPE_CACHE&#034;] &#061; cache_apath<\/p>\n<p>llm_model_name &#061; &#034;Qwen\/Qwen2.5-0.5B-Instruct&#034; # &#034;deepseek-ai\/DeepSeek-R1-Distill-Qwen-1.5B&#034; #<br \/>\nllm_model_path &#061; os.path.join(cache_apath,*llm_model_name.replace(&#034;.&#034;,&#034;___&#034;).split(&#039;\/&#039;))<br \/>\n# llm_model_path &#061; snapshot_download(llm_model_name, cache_dir&#061;cache_apath) # \u4ecemodelscope\u4e0b\u8f7d\u5927\u6a21\u578b<\/p>\n<p># \u4e0b\u8f7d\u5e76\u6307\u5b9asentence-transformers\u6a21\u578b<br \/>\nsentence_transformers_name &#061; &#039;sentence-transformers\/paraphrase-multilingual-MiniLM-L12-v2&#039;<br \/>\nembedding_model_path &#061; os.path.join(cache_apath,*sentence_transformers_name.replace(&#034;.&#034;,&#034;___&#034;).split(&#039;\/&#039;))<br \/>\n# embedding_model_path &#061; snapshot_download(sentence_transformers_name, cache_dir&#061;cache_apath) # \u4ecemodelscope\u4e0b\u8f7d\u5927\u6a21\u578b<\/p>\n<p># \u521d\u59cb\u5316HuggingFaceEmbedding\u5bf9\u8c61&#xff0c;\u7528\u4e8e\u6587\u672c\u5411\u91cf\u8f6c\u6362<br \/>\nembed_model &#061; HuggingFaceEmbedding(model_name&#061;embedding_model_path)<br \/>\nSettings.embed_model &#061; embed_model<\/p>\n<p># \u52a0\u8f7d\u672c\u5730HuggingFace\u5927\u6a21\u578b<br \/>\nllm &#061; HuggingFaceLLM(<br \/>\n    model_name&#061;llm_model_path,<br \/>\n    tokenizer_name&#061;llm_model_path,<br \/>\n    model_kwargs&#061;{&#034;trust_remote_code&#034;: True},<br \/>\n    tokenizer_kwargs&#061;{&#034;trust_remote_code&#034;: True}<br \/>\n)<br \/>\n#\u200c\u8bbe\u7f6e\u5168\u5c40LLM\u5c5e\u6027\u200c<br \/>\nSettings.llm &#061; llm<\/p>\n<p>store_vector2Chroma &#061; True<br \/>\n#\u4ece\u6307\u5b9a\u76ee\u5f55\u8bfb\u53d6\u6587\u6863&#xff0c;\u5c06\u6570\u636e\u52a0\u8f7d\u5230\u5185\u5b58<br \/>\ndocuments&#061;SimpleDirectoryReader(r&#034;source\\\\data1&#034;).load_data() <\/p>\n<p>\u6587\u6863\u53ef\u4ee5\u52a0\u8f7d\u5230\u5185\u5b58\u00a0\u6216\u8005\u00a0\u5411\u91cf\u6570\u636e\u5e93\u91cc&#xff08;chroma\u6216\u8005FAISS\u7b49&#xff09;<\/p>\n<p>\u52a0\u8f7d\u5230\u5185\u5b58\u7136\u540e\u68c0\u7d22\u7684\u8303\u4f8b<\/p>\n<p>#\u521b\u5efa\u4e00\u4e2aVectorStoreIndex,\u5e76\u4f7f\u7528\u4e4b\u524d\u52a0\u8f7d\u7684\u6587\u6863\u6765\u6784\u5efa\u5411\u91cf\u7d22\u5f15#\u6b64\u7d22\u5f15\u5c06\u6587\u6863\u8f6c\u6362\u4e3a\u5411\u91cf&#xff0c;\u5e76\u5b58\u50a8\u8fd9\u4e9b\u5411\u91cf(\u5185\u5b58)\u4ee5\u4fbf\u4e8e\u5feb\u901f\u68c0\u7d22<br \/>\nindex&#061;VectorStoreIndex.from_documents(documents)<\/p>\n<p># \u521b\u5efa\u4e00\u4e2a\u67e5\u8be2\u5f15\u64ce&#xff0c;\u8fd9\u4e2a\u5f15\u64ce\u53ef\u4ee5\u63a5\u6536\u67e5\u8be2\u5e76\u8fd4\u56de\u76f8\u5173\u6587\u6863\u7684\u54cd\u5e94\u3002<br \/>\nquery_engine &#061;index.as_query_engine()<br \/>\nrsp &#061; query_engine.query(&#034;\u6587\u7ae0\u91cc\u76f8\u5173\u7684\u95ee\u9898\u5199\u5728\u8fd9\u91cc&#034;)<br \/>\nprint(rsp) <\/p>\n<p>\u52a0\u8f7d\u5230chroma\u7684\u8303\u4f8b<\/p>\n<p># \u5b9a\u4e49\u5411\u91cf\u5b58\u50a8\u6570\u636e\u5e93<br \/>\nchroma_client &#061; chromadb.PersistentClient()<br \/>\nchroma_collection &#061; chroma_client.get_or_create_collection(&#034;data1vector&#034;)<br \/>\nvector_store &#061; ChromaVectorStore(chroma_collection&#061;chroma_collection)<br \/>\n# \u521b\u5efa\u8282\u70b9\u89e3\u6790\u5668<br \/>\nnode_parser &#061; SimpleNodeParser.from_defaults(chunk_size&#061;512, chunk_overlap&#061;100)<br \/>\n# \u5c06\u6587\u6863\u5206\u5272\u6210\u8282\u70b9<br \/>\nbase_node &#061; node_parser.get_nodes_from_documents(documents&#061;documents)<br \/>\n# print(base_node)<br \/>\nindex &#061; VectorStoreIndex(nodes&#061;base_node)<br \/>\n# index &#061; VectorStoreIndex.from_documents(documents&#061;documents) # \u53ef\u4ee5\u66ff\u4ee3\u4e0a\u97623\u53e5<br \/>\n# \u5c06\u7d22\u5f15\u6301\u4e45\u5316\u5230\u672c\u5730\u7684\u5411\u91cf\u6570\u636e\u5e93<br \/>\nindex.storage_context.persist()<br \/>\n# \u521b\u5efa\u4e00\u4e2a\u67e5\u8be2\u5f15\u64ce&#xff0c;\u8fd9\u4e2a\u5f15\u64ce\u53ef\u4ee5\u63a5\u6536\u67e5\u8be2\u5e76\u8fd4\u56de\u76f8\u5173\u6587\u6863\u7684\u54cd\u5e94\u3002<br \/>\nquery_engine &#061;index.as_query_engine()<br \/>\nrsp &#061; query_engine.query(&#034;\u6587\u7ae0\u91cc\u76f8\u5173\u7684\u95ee\u9898\u5199\u5728\u8fd9\u91cc&#034;)<br \/>\nprint(rsp) <\/p>\n<p>chroma\u5b98\u7f51\u63d0\u4f9b\u7684API\u4e0d\u662f\u5f88\u591a&#xff0c;\u4f46\u662fllama_index\u3001langchain\u7b49\u8fdb\u884c\u5c01\u88c5&#xff0c;\u5c01\u88c5\u5f97\u5f88\u597d<\/p>\n<p>\u6587\u6863\u5c3d\u91cf\u6309\u7167\u529f\u80fd\u5206\u4e3a\u4e0d\u540c\u7684\u5c0f\u6587\u4ef6&#xff0c;\u751f\u6210\u7684\u5411\u91cfjson\u6587\u4ef6\u6709\u5bf9\u5e94\u6bcf\u90e8\u5206metadata\u7684\u63cf\u8ff0&#xff0c;\u5982\u6b64query\u7684\u7ed3\u679c\u53ef\u4ee5\u627e\u5230\u5bf9\u5e94\u6587\u7ae0\u7684\u54ea\u51e0\u90e8\u5206&#xff0c;\u5185\u5bb9\u662f\u4ec0\u4e48<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"578\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2025\/06\/20250618013317-6852175de0ca6.png\" width=\"1488\" \/><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u6587\u7ae0\u6d4f\u89c8\u9605\u8bfb185\u6b21\uff0c\u70b9\u8d5e2\u6b21\uff0c\u6536\u85cf3\u6b21\u3002\u6b64demo\u662f\u81ea\u5df1\u63d0\u7684\u4e00\u4e2a\u9700\u6c42\uff1a\u7528modelscope\u4e0b\u8f7d\u7684\u672c\u5730\u5927\u6a21\u578b\u5b9e\u73b0RAG\u5e94\u7528\u3002\u6bd5\u7adf\u5927\u6a21\u578b\u672c\u5730\u5316\u6709\u5229\u4e8e\u5fae\u8c03\uff0cRAG\u4f7f\u5185\u5bb9\u66f4\u6709\u4f9d\u636e\u3002<\/p>\n","protected":false},"author":2,"featured_media":44259,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[347,4119,100],"topic":[],"class_list":["post-44260","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-server","tag-llama","tag-rag","tag-100"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v20.3 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>llama_index 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