{"id":182,"date":"2025-02-16T15:35:33","date_gmt":"2025-02-16T07:35:33","guid":{"rendered":"https:\/\/blog.rrr.ink\/?p=182"},"modified":"2025-04-16T15:37:37","modified_gmt":"2025-04-16T07:37:37","slug":"ai%e5%ba%94%e7%94%a8%e5%b7%a5%e7%a8%8b%e5%b8%88%e5%bf%85%e5%a4%87%e6%8a%80%e8%83%bd%ef%bc%9a%e5%90%91%e9%87%8f%e6%95%b0%e6%8d%ae%e5%ba%93%e7%9a%84%e9%80%89%e5%9e%8b%e4%b8%8e%e4%bd%bf%e7%94%a8%e5%ae%9e","status":"publish","type":"post","link":"https:\/\/blog.rrr.ink\/?p=182","title":{"rendered":"AI\u5e94\u7528\u5de5\u7a0b\u5e08\u5fc5\u5907\u6280\u80fd\uff1a\u5411\u91cf\u6570\u636e\u5e93\u7684\u9009\u578b\u4e0e\u4f7f\u7528\u5b9e\u8df5"},"content":{"rendered":"\n<h3 class=\"wp-block-heading\">\u5f15\u8a00<\/h3>\n\n\n\n<p>\u5728\u73b0\u4ee3\u5927\u578b\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09\u5e94\u7528\u4e2d\uff0c\u4ec5\u4f9d\u8d56\u6a21\u578b\u81ea\u8eab\u7684\u53c2\u6570\u5f80\u5f80\u65e0\u6cd5\u6ee1\u8db3\u5bf9\u6700\u65b0\u77e5\u8bc6\u548c\u4e8b\u5b9e\u6027\u7684\u8981\u6c42\u3002<a href=\"https:\/\/blog.rrr.ink\/?p=171\"><strong>\u68c0\u7d22\u589e\u5f3a\u751f\u6210<\/strong>\uff08Retrieval-Augmented Generation\uff0c\u7b80\u79f0 RAG\uff09<\/a>\u901a\u8fc7\u5728\u751f\u6210\u56de\u7b54\u524d\u4ece\u5916\u90e8\u77e5\u8bc6\u5e93\u68c0\u7d22\u76f8\u5173\u4fe1\u606f\uff0c\u6781\u5927\u63d0\u9ad8\u4e86\u56de\u7b54\u7684\u51c6\u786e\u6027\u548c\u76f8\u5173\u6027\u3002\u5411\u91cf\u6570\u636e\u5e93\u6b63\u662f\u8fd9\u6837\u7684\u77e5\u8bc6\u5e93\uff1a\u5b83\u5c06\u6587\u672c\u3001\u56fe\u50cf\u7b49\u6570\u636e\u8f6c\u6362\u4e3a\u9ad8\u7ef4<strong>\u5411\u91cf\u5d4c\u5165<\/strong>\u5e76\u5b58\u50a8\u8d77\u6765\uff0c\u652f\u6301\u9ad8\u6548\u7684\u76f8\u4f3c\u5ea6\u641c\u7d22\uff0c\u4ee5\u5728\u6709\u9650\u7684\u4e0a\u4e0b\u6587\u7a97\u53e3\u4e4b\u5916\u4e3a LLM \u63d0\u4f9b\u201c\u5916\u90e8\u8bb0\u5fc6<a href=\"https:\/\/qdrant.tech\/articles\/what-is-rag-in-ai\/#:~:text=Vector%20databases%20store%20information%20as,dealing%20with%20billions%20of%20vectors\" target=\"_blank\" rel=\"noreferrer noopener\"><\/a>\u3002\u53ef\u4ee5\u8bf4\uff0c\u5411\u91cf\u6570\u636e\u5e93\u6784\u6210\u4e86\u8bb8\u591a\u73b0\u4ee3 AI \u5e94\u7528\u7684\u5171\u540c\u57fa\u7840\u200b\u3002\u5bf9\u4e8e\u5e0c\u671b\u6784\u5efa RAG \u7cfb\u7edf\u7684\u5de5\u7a0b\u5e08\u6765\u8bf4\uff0c\u719f\u7ec3\u638c\u63e1\u5411\u91cf\u6570\u636e\u5e93\u7684\u9009\u578b\u4e0e\u4f7f\u7528\uff0c\u662f\u6253\u9020\u9ad8\u8d28\u91cfAI\u4ea7\u54c1\u7684\u4e00\u9879\u5fc5\u5907\u6280\u80fd\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u5411\u91cf\u6570\u636e\u5e93\u9009\u578b\u5bf9\u6bd4<\/h3>\n\n\n\n<h3 class=\"wp-block-heading\">Milvus<\/h3>\n\n\n\n<p><strong>Milvus<\/strong> \u662f\u7531 Zilliz \u5f00\u6e90\u7684\u5206\u5e03\u5f0f\u5411\u91cf\u6570\u636e\u5e93\uff0c\u4ee5\u5904\u7406\u6d77\u91cf\u5411\u91cf\u6570\u636e\u800c\u8457\u79f0\u3002\u5b83\u5b9a\u4f4d\u4e8e<strong>\u4f01\u4e1a\u7ea7<\/strong>\u65b9\u6848\uff0c\u5728\u6613\u7528\u6027\u4e0a\u76f8\u5bf9\u6765\u8bf4\u90e8\u7f72\u548c\u8fd0\u7ef4\u6210\u672c\u7565\u9ad8\u3002Milvus \u672c\u8eab\u7531\u591a\u79cd\u7ec4\u4ef6\u7ec4\u6210\uff08\u5e95\u5c42\u4f7f\u7528\u9ad8\u6027\u80fd C++\u5b9e\u73b0\u6838\u5fc3\uff0c\u5f15\u64ce\u5305\u542b\u5411\u91cf\u7d22\u5f15\u6a21\u5757\u4ee5\u53ca\u5143\u6570\u636e\u7b49\u5b50\u7cfb\u7edf\uff09\uff0c\u5178\u578b\u90e8\u7f72\u9700\u8981\u4f9d\u8d56 etcd\u3001\u5b58\u50a8\u7b49\u670d\u52a1\uff0c\u8fd9\u4f7f\u5f97\u521d\u59cb\u4e0a\u624b\u95e8\u69db\u8f83\u9ad8\uff0c\u9700\u8981\u4e00\u5b9a\u7684\u8fd0\u7ef4\u7ecf\u9a8c\u3002\u4e0d\u8fc7\uff0cMilvus \u63d0\u4f9b\u4e86\u5bb9\u5668\u5316\u90e8\u7f72\u65b9\u6848\u548c Kubernetes \u8fd0\u7ef4\u652f\u6301\uff0c\u8fd1\u5e74\u6765\u4e5f\u63a8\u51fa\u4e86\u8f7b\u91cf\u7ea7\u7684 Standalone \u6a21\u5f0f\uff0c\u964d\u4f4e\u5f00\u53d1\u6d4b\u8bd5\u65f6\u7684\u590d\u6742\u5ea6\u3002\u5bf9\u4e8e\u5927\u89c4\u6a21\u751f\u4ea7\u73af\u5883\uff0cMilvus \u7684\u67b6\u6784\u80fd\u591f\u6a2a\u5411\u6269\u5c55\uff0c\u652f\u6301\u5728\u5206\u5e03\u5f0f\u96c6\u7fa4\u4e2d\u5b58\u50a8\u548c\u68c0\u7d22<strong>\u5341\u4ebf\u7ea7\u522b<\/strong>\u7684\u5411\u91cf\u6570\u636e\u3002\u5f97\u76ca\u4e8e\u5bf9\u591a\u79cd\u7d22\u5f15\u7c7b\u578b\uff08\u5982 IVF\u3001HNSW\u3001PQ \u7b49\uff09\u7684\u652f\u6301\uff0cMilvus \u53ef\u4ee5\u6839\u636e\u4e0d\u540c\u573a\u666f\u7075\u6d3b\u8c03\u6574\u7d22\u5f15\u7b56\u7565\uff0c\u5728\u67e5\u8be2\u5ef6\u8fdf\u4e0e\u53ec\u56de\u7387\u4e4b\u95f4\u53d6\u5f97\u5e73\u8861\u3002<\/p>\n\n\n\n<p>Milvus \u7684\u751f\u6001\u652f\u6301\u76f8\u5f53\u5b8c\u5584\u3002\u4e00\u65b9\u9762\uff0c\u5b83\u662f<strong>\u5b8c\u5168\u5f00\u6e90<\/strong>\u7684\uff0c\u65e0\u5382\u5546\u9501\u5b9a\u98ce\u9669\uff0c\u5e76\u62e5\u6709\u4e00\u4e2a\u5e9e\u5927\u4e14\u6d3b\u8dc3\u7684\u793e\u533a\u3002\u5f00\u53d1\u8005\u53ef\u4ee5\u83b7\u5f97\u793e\u533a\u652f\u6301\uff0c\u5e76\u627e\u5230\u4e30\u5bcc\u7684\u6559\u7a0b\u548c\u6848\u4f8b\u3002\u53e6\u4e00\u65b9\u9762\uff0cMilvus\u4e0e\u4e3b\u6d41AI\u6846\u67b6\u96c6\u6210\u826f\u597d\uff0c\u4f8b\u5982\u63d0\u4f9b\u4e86<strong>Python\u3001Java\u3001Go \u7b49\u591a\u79cd\u8bed\u8a00 SDK<\/strong> \u65b9\u4fbf\u8c03\u7528\u3002\u5b83\u4e5f\u652f\u6301\u901a\u8fc7 SQL \u63a5\u53e3\uff08Milvus CLI\uff09\u6216 gRPC\/REST \u63a5\u53e3\u64cd\u4f5c\uff0c\u9002\u914d\u4e0d\u540c\u5f00\u53d1\u504f\u597d\u3002\u4e3a\u964d\u4f4e\u81ea\u5efa\u95e8\u69db\uff0cMilvus \u7684\u521b\u59cb\u516c\u53f8\u63d0\u4f9b\u4e86\u5546\u4e1a\u5316\u7684\u4e91\u670d\u52a1\uff08Zilliz Cloud\uff09\uff0c\u65b9\u4fbf\u7528\u6237\u4ee5 SaaS \u65b9\u5f0f\u4f7f\u7528 Milvus \u7684\u5f3a\u5927\u529f\u80fd\u3002\u5f53\u7136\uff0c\u4f5c\u4e3a\u4ee3\u4ef7\uff0c\u4f7f\u7528Milvus\u610f\u5473\u7740\u56e2\u961f\u9700\u8981\u627f\u62c5\u4e00\u5b9a\u7684<strong>\u8fd0\u7ef4\u590d\u6742\u5ea6<\/strong>\uff1a\u5305\u62ec\u90e8\u7f72\u7ba1\u7406\u96c6\u7fa4\u8282\u70b9\u3001\u6839\u636e\u786c\u4ef6\u8d44\u6e90\u8c03\u6574\u53c2\u6570\u4ee5\u83b7\u5f97\u6700\u4f18\u6027\u80fd\u7b49\u3002\u5982\u679c\u6ca1\u6709\u4f7f\u7528\u4e91\u6258\u7ba1\u7248\uff0c\u8fd9\u4e9b\u5de5\u4f5c\u9700\u8981\u4e13\u95e8\u7684\u5de5\u7a0b\u5e08\u6295\u5165\u200b\u3002\u603b\u4f53\u800c\u8a00\uff0cMilvus\u9002\u5408\u5bf9<strong>\u6570\u636e\u89c4\u6a21\u548c\u6027\u80fd\u8981\u6c42\u6781\u9ad8<\/strong>\u3001\u4e14\u6709\u80fd\u529b\u7ba1\u7406\u57fa\u7840\u8bbe\u65bd\u7684\u56e2\u961f\u3002\u5728\u9700\u8981\u5f39\u6027\u6269\u5c55\u3001\u5927\u89c4\u6a21\u5411\u91cf\u5206\u6790\u7684\u573a\u666f\u4e0b\uff08\u4f8b\u5982\u641c\u7d22\u5f15\u64ce\u3001\u63a8\u8350\u7cfb\u7edf\u7b49\uff09\uff0cMilvus \u63d0\u4f9b\u4e86\u5f3a\u5927\u7684\u529f\u80fd\u548c\u7075\u6d3b\u6027\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">Weaviate<\/h3>\n\n\n\n<p><strong>Weaviate<\/strong> \u662f\u4e00\u6b3e\u7528 Go \u8bed\u8a00\u7f16\u5199\u7684\u5f00\u6e90\u5411\u91cf\u6570\u636e\u5e93\uff0c\u4ee5\u5176<strong>AI-first<\/strong>\u7684\u8bbe\u8ba1\u7406\u5ff5\u53d7\u5230\u5173\u6ce8\u3002\u6613\u7528\u6027\u65b9\u9762\uff0cWeaviate \u63d0\u4f9b\u4e86\u5f00\u7bb1\u5373\u7528\u7684\u4e8c\u8fdb\u5236\u548c Docker \u5bb9\u5668\uff0c\u53ea\u9700\u7b80\u5355\u914d\u7f6e\u5373\u53ef\u5728\u672c\u5730\u6216\u670d\u52a1\u5668\u4e0a\u8fd0\u884c\u4e00\u4e2a\u5b9e\u4f8b\u3002\u5b83\u5185\u7f6e\u4e86<strong>GraphQL<\/strong>\u548cRESTful\u67e5\u8be2\u63a5\u53e3\uff0c\u5e76\u652f\u6301\u7528\u6237\u81ea\u5b9a\u4e49\u6a21\u5f0f(schema)\uff0c\u8fd9\u8ba9\u5f00\u53d1\u8005\u53ef\u4ee5\u4ee5<strong>\u7c7b\u6570\u636e\u5e93<\/strong>\u7684\u65b9\u5f0f\u5b9a\u4e49\u6570\u636e\u5bf9\u8c61\u53ca\u5176\u5411\u91cf\u5c5e\u6027\uff0c\u540c\u65f6\u7ed3\u5408\u7ed3\u6784\u5316\u5c5e\u6027\u8fdb\u884c\u6df7\u5408\u67e5\u8be2\u3002Weaviate \u7684\u4e00\u4e2a\u7a81\u51fa\u7279\u70b9\u662f\u5bf9<strong>\u6df7\u5408\u641c\u7d22\uff08Hybrid Search\uff09<strong>\u7684\u652f\u6301\uff0c\u4e5f\u5c31\u662f\u8bf4\u53ef\u4ee5\u540c\u65f6\u8fdb\u884c\u5411\u91cf\u76f8\u4f3c\u5ea6\u5339\u914d\u548c\u5173\u952e\u8bcd\u7b26\u53f7\u68c0\u7d22<\/strong><\/strong>\u3002\u8fd9\u5bf9\u4e8e\u9700\u8981\u517c\u987e\u8bed\u4e49\u5339\u914d\u548c\u7cbe\u786e\u8fc7\u6ee4\u7684\u5e94\u7528\uff08\u4f8b\u5982\u5e26\u6709\u6807\u7b7e\u3001\u65f6\u95f4\u7b49\u8fc7\u6ee4\u6761\u4ef6\u7684\u8bed\u4e49\u641c\u7d22\uff09\u975e\u5e38\u6709\u7528\u3002\u6b64\u5916\uff0cWeaviate \u901a\u8fc7\u6a21\u5757\u673a\u5236\u4e0e\u591a\u4e2a\u673a\u5668\u5b66\u4e60\u6a21\u578b\u96c6\u6210\uff0c\u652f\u6301\u5185\u7f6e\u7684\u6587\u672c\u3001\u56fe\u50cf\u5411\u91cf\u5316\u6a21\u578b\u6216\u7b2c\u4e09\u65b9\u6a21\u578b\uff0c\u4f7f\u5f97\u7528\u6237\u53ef\u4ee5\u65b9\u4fbf\u5730\u5c06\u6570\u636e\u76f4\u63a5\u9001\u5165\u6a21\u578b\u751f\u6210\u5d4c\u5165\u200b<strong><strong>\u3002\u5982\u679c\u4e0d\u4f7f\u7528\u5185\u7f6e\u6a21\u5757\uff0c\u5f00\u53d1\u8005\u4e5f\u53ef\u4ee5\u624b\u5de5\u751f\u6210\u5d4c\u5165\u540e\u518d\u5b58\u5165\u3002\u603b\u4f53\u6765\u8bf4\uff0c\u5728<\/strong>\u6613\u7528\u6027<\/strong>\u548c<strong>\u529f\u80fd\u4e30\u5bcc\u5ea6<\/strong>\u4e4b\u95f4\uff0cWeaviate\u53d6\u5f97\u4e86\u4e0d\u9519\u7684\u5e73\u8861\u3002<\/p>\n\n\n\n<p>\u5728\u751f\u6001\u652f\u6301\u65b9\u9762\uff0cWeaviate \u540c\u6837\u8868\u73b0\u51fa\u8272\u3002\u4f5c\u4e3a\u5f00\u6e90\u9879\u76ee\uff0c\u5b83\u907f\u514d\u4e86\u5382\u5546\u9501\u5b9a\uff0c\u800c\u4e14\u63d0\u4f9b\u5b98\u65b9\u7ef4\u62a4\u7684\u591a\u8bed\u8a00\u5ba2\u6237\u7aef\uff0c\u5305\u62ec <strong>Go\u3001Python\u3001Java\u3001TypeScript<\/strong> \u7b49\uff08Weaviate \u672c\u8eab\u5c31\u662f\u7528 Go \u5b9e\u73b0\uff0c\u4e5f\u63d0\u4f9b\u4e86 Go SDK\uff09\u3002Weaviate \u793e\u533a\u867d\u7136\u76f8\u5bf9\u4e8e Milvus \u8981\u65b0\u4e00\u4e9b\uff0c\u4f46\u4e5f\u5728\u5feb\u901f\u589e\u957f\u4e2d\uff0c\u793e\u533a\u63d0\u4f9b\u7684\u63d2\u4ef6\u548c\u6559\u7a0b\u9010\u6e10\u4e30\u5bcc\u3002Weaviate \u80cc\u540e\u7684\u521d\u521b\u516c\u53f8\u8fd8\u63d0\u4f9b\u4e86\u6258\u7ba1\u7684\u4e91\u670d\u52a1\uff08Weaviate Cloud Service\uff09\uff0c\u5bf9\u4e8e\u4e0d\u60f3\u81ea\u884c\u7ef4\u62a4\u57fa\u7840\u8bbe\u65bd\u7684\u56e2\u961f\uff0c\u53ef\u4ee5\u76f4\u63a5\u5728\u4e91\u7aef\u521b\u5efa\u5b9e\u4f8b\u3002\u9700\u8981\u6ce8\u610f\u7684\u662f\uff0cWeaviate \u5f53\u524d\u4e3b\u8981\u5728\u5355\u96c6\u7fa4\u8282\u70b9\u4e0a\u8fdb\u884c\u5411\u91cf\u5b58\u50a8\u68c0\u7d22\uff0c\u5bf9\u4e8e<strong>\u7279\u522b\u5927\u89c4\u6a21\u7684\u6570\u636e\u96c6<\/strong>\uff08\u6570\u5341\u4ebf\u5411\u91cf\u4ee5\u4e0a\uff09\uff0c\u5176\u6027\u80fd\u53ef\u80fd\u4e0d\u53ca\u4e13\u95e8\u4e3a\u6b64\u8bbe\u8ba1\u7684\u7cfb\u7edf\uff08\u5982 Milvus \u6216 Pinecone \u7b49\uff09\u3002\u4f46\u5728\u5927\u591a\u6570\u4e2d\u7b49\u89c4\u6a21\u5e94\u7528\u4e2d\uff0cWeaviate \u5df2\u80fd\u63d0\u4f9b\u8db3\u591f\u7684\u6027\u80fd\u548c\u7075\u6d3b\u6027\u3002\u7b80\u800c\u8a00\u4e4b\uff0cWeaviate \u975e\u5e38\u9002\u5408<strong>\u4ee5\u8bed\u4e49\u641c\u7d22\u4e3a\u6838\u5fc3<\/strong>\u7684AI\u5e94\u7528\uff0c\u4f8b\u5982\u667a\u80fd\u95ee\u7b54\u3001\u63a8\u8350\u7b49\u573a\u666f\uff0c\u5f00\u53d1\u8005\u80fd\u591f\u7528\u8f83\u4f4e\u7684\u5b66\u4e60\u6210\u672c\u5c06\u5176\u96c6\u6210\uff0c\u5e76\u5229\u7528\u5176\u6df7\u5408\u641c\u7d22\u548c\u6a21\u5757\u5316\u80fd\u529b\u5feb\u901f\u6784\u5efa\u539f\u578b\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">Qdrant<\/h3>\n\n\n\n<p><strong>Qdrant<\/strong> \u662f\u8fd1\u5e74\u65b0\u5174\u7684\u5f00\u6e90\u5411\u91cf\u6570\u636e\u5e93\uff0c\u7531 Rust \u8bed\u8a00\u5b9e\u73b0\uff0c\u5f3a\u8c03<strong>\u8f7b\u91cf\u3001\u9ad8\u6548<\/strong>\u3002\u5728\u6613\u7528\u6027\u4e0a\uff0cQdrant \u7684\u5b89\u88c5\u548c\u4f7f\u7528\u90fd\u975e\u5e38\u7b80\u5355\uff1a\u4f60\u53ef\u4ee5\u901a\u8fc7 Docker \u6216\u76f4\u63a5\u4e8c\u8fdb\u5236\u5728\u672c\u5730\u542f\u52a8\u4e00\u4e2a Qdrant \u5b9e\u4f8b\uff0c\u65e0\u9700\u590d\u6742\u914d\u7f6e\u3002\u9ed8\u8ba4\u60c5\u51b5\u4e0b\uff0c\u5b83\u5c31\u53ef\u4ee5\u5229\u7528 HNSW \u7d22\u5f15\u63d0\u4f9b\u9ad8\u6027\u80fd\u7684\u76f8\u4f3c\u5ea6\u68c0\u7d22\u3002Qdrant \u7684\u5b9a\u4f4d\u66f4\u504f\u5411\u4e8e<strong>\u4e2d\u5c0f\u89c4\u6a21<\/strong>\u7684\u5411\u91cf\u641c\u7d22\u5e94\u7528\uff0c\u8ffd\u6c42\u5373\u4f7f\u5728\u8d44\u6e90\u6709\u9650\u7684\u73af\u5883\u4e0b\u4e5f\u80fd\u6709\u4e0d\u9519\u7684\u6027\u80fd\u8868\u73b0\u3002\u5bf9\u4e8e\u5355\u673a\u51e0\u767e\u4e07\u5230\u4e0a\u4ebf\u89c4\u6a21\u7684\u6570\u636e\uff0cQdrant \u901a\u5e38\u53ef\u4ee5\u6d41\u7545\u8fd0\u884c\uff0c\u800c\u4e14\u63d0\u4f9b\u6570\u636e\u6301\u4e45\u5316\u5b58\u50a8\uff0c\u4fdd\u8bc1\u91cd\u542f\u540e\u7684\u6570\u636e\u5b89\u5168\u3002\u5b83\u4e5f\u652f\u6301<strong>\u8fc7\u6ee4\u6761\u4ef6<\/strong>\u67e5\u8be2\uff0c\u5373\u53ef\u4ee5\u5728\u5411\u91cf\u76f8\u4f3c\u5ea6\u67e5\u8be2\u7684\u540c\u65f6\uff0c\u5bf9\u5173\u8054\u7684\u5143\u6570\u636e\uff08\u5982\u6807\u7b7e\u3001\u7c7b\u522b\u7b49\uff09\u8fdb\u884c\u8fc7\u6ee4\u200b\u3002\u8fd9\u79cd\u5411\u91cf+\u5c5e\u6027\u8fc7\u6ee4\u7684\u7ec4\u5408\u4f7f Qdrant \u80fd\u591f\u80dc\u4efb\u591a\u6837\u7684\u4e1a\u52a1\u67e5\u8be2\u9700\u6c42\u3002<\/p>\n\n\n\n<p>\u5728\u751f\u6001\u65b9\u9762\uff0cQdrant \u540c\u6837\u5177\u6709<strong>\u5f00\u6e90<\/strong>\u4f18\u52bf\uff0c\u5e76\u63d0\u4f9b\u4e86\u4e30\u5bcc\u7684\u5ba2\u6237\u7aef\u652f\u6301\u548c\u6587\u6863\u6559\u7a0b\u3002\u5b98\u65b9\u7ef4\u62a4\u4e86\u591a\u79cd\u8bed\u8a00\u7684 SDK\uff1aPython\u3001TypeScript \u7b49\uff0c\u540c\u65f6\u7531\u4e8e\u5b83\u91c7\u7528\u4e86 gRPC \u63a5\u53e3\u5b9a\u4e49\uff0c\u4e5f\u6709\u793e\u533a\u5f00\u53d1\u7684 <strong>Go \u8bed\u8a00\u5ba2\u6237\u7aef<\/strong> \u53ef\u4ee5\u65b9\u4fbf\u5730\u4e0e Qdrant \u670d\u52a1\u4ea4\u4e92\u3002Qdrant \u793e\u533a\u867d\u7136\u89c4\u6a21\u76f8\u5bf9 Milvus\u3001Weaviate \u7565\u5c0f\uff0c\u4f46\u4e5f\u5728\u5feb\u901f\u53d1\u5c55\uff0c\u4e0d\u65ad\u6709\u8d21\u732e\u8005\u5b8c\u5584\u5176\u529f\u80fd\u200bQdrant \u80cc\u540e\u7684\u5f00\u53d1\u56e2\u961f\u63d0\u4f9b\u4e86 Qdrant Cloud \u6258\u7ba1\u670d\u52a1\uff0c\u7528\u6237\u53ef\u4ee5\u9009\u62e9\u5c06\u6570\u636e\u90e8\u7f72\u5728\u4e91\u4e0a\u5e76\u7531\u5b98\u65b9\u8fd0\u7ef4\u3002\u9700\u8981\u6307\u51fa\u7684\u662f\uff0c\u4f5c\u4e3a\u8f7b\u91cf\u65b9\u6848\uff0cQdrant\u5728\u4e00\u4e9b\u9ad8\u7ea7\u529f\u80fd\u4e0a\u76f8\u5bf9<strong>\u4e0d\u5982 Milvus \u5b8c\u5584<\/strong>\uff1a\u4f8b\u5982\u5728\u8d85\u5927\u89c4\u6a21\u4e0b\u7684\u5206\u7247\u548c\u6269\u5bb9\u673a\u5236\u3001\u66f4\u591a\u79cd\u7c7b\u7684\u8fd1\u4f3c\u641c\u7d22\u7b97\u6cd5\u7b49\u65b9\u9762\uff0c\u5f53\u524d\u7248\u672c\u7684 Qdrant \u7565\u6709\u5c40\u9650\u3002\u5982\u679c\u4f60\u7684\u5e94\u7528\u672a\u6765\u53ef\u80fd\u589e\u957f\u5230\u975e\u5e38\u5e9e\u5927\u7684\u6570\u636e\u89c4\u6a21\uff0c\u90a3\u4e48\u4f7f\u7528 Qdrant \u53ef\u80fd\u9700\u8981\u6295\u5165\u989d\u5916\u7cbe\u529b\u8bbe\u8ba1\u8de8\u8282\u70b9\u7684\u5206\u7247\u7b56\u7565\u3002\u4e0d\u8fc7\uff0cQdrant \u7b80\u6d01\u7684\u8bbe\u8ba1\u4e5f\u5e26\u6765\u4e86\u53ef\u9760\u6027\u548c\u6027\u80fd\u4e0a\u7684\u4f18\u52bf\uff0c\u5bf9\u4e8e<strong>\u4e2d\u7b49\u89c4\u6a21<\/strong>\u7684\u5411\u91cf\u6570\u636e\u5e93\u9700\u6c42\uff0c\u5b83\u63d0\u4f9b\u4e86\u4e00\u4e2a\u9ad8\u6548\u4e14\u6613\u96c6\u6210\u7684\u89e3\u51b3\u65b9\u6848\u200b\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">FAISS<\/h3>\n\n\n\n<p><strong>FAISS<\/strong>\uff08Facebook AI Similarity Search\uff09\u662f\u7531 Meta \u5f00\u6e90\u7684\u5411\u91cf\u76f8\u4f3c\u5ea6\u68c0\u7d22\u5e93\u3002\u5b83\u672c\u8d28\u4e0a\u662f\u4e00\u4e2a\u9ad8\u6027\u80fd\u7684<em>C++\/Python\u5e93<\/em>\uff0c\u800c\u975e\u5b8c\u6574\u7684\u6570\u636e\u5e93\u670d\u52a1\u3002\u5728\u6613\u7528\u6027\u65b9\u9762\uff0c\u5982\u679c\u4f60\u7684\u5e94\u7528\u4e3b\u8981\u4f7f\u7528 Python \u6216 C++\uff0c\u5c06 FAISS \u96c6\u6210\u5230\u4ee3\u7801\u4e2d\u76f8\u5bf9\u76f4\u63a5\uff0c\u5e76\u4e14\u5b83\u63d0\u4f9b\u4e86\u5bf9<strong>GPU<\/strong>\u7684\u652f\u6301\uff0c\u53ef\u4ee5\u5728\u5355\u673a\u4e0a\u5b9e\u73b0\u6781\u9ad8\u7684\u68c0\u7d22\u901f\u5ea6\u3002FAISS \u5141\u8bb8\u5f00\u53d1\u8005\u7ec6\u7c92\u5ea6\u5730\u5b9a\u5236\u7d22\u5f15\u7c7b\u578b\uff08\u5982 IVF, HNSW \u7b49\uff09\u6765\u5e73\u8861\u901f\u5ea6\u548c\u7cbe\u5ea6\uff0c\u9002\u5408\u9700\u8981<strong>\u7814\u7a76\u7ea7\u6027\u80fd<\/strong>\u7684\u573a\u666f\u3002\u7136\u800c\uff0cFAISS \u7f3a\u5c11\u5185\u7f6e\u7684\u6301\u4e45\u5316\u548c\u5206\u5e03\u5f0f\u80fd\u529b\uff1a\u6ca1\u6709\u5373\u7528\u7684\u96c6\u7fa4\u6216\u591a\u8282\u70b9\u6269\u5c55\u65b9\u6848\uff0c\u4e5f\u4e0d\u652f\u6301\u81ea\u52a8\u6570\u636e\u5907\u4efd\u7ba1\u7406\u3002\u8fd9\u610f\u5473\u7740\u8981\u5728\u751f\u4ea7\u4e2d\u5927\u89c4\u6a21\u4f7f\u7528 FAISS\uff0c\u5de5\u7a0b\u56e2\u961f\u9700\u8981\u81ea\u884c\u5f00\u53d1\u989d\u5916\u7684\u57fa\u7840\u8bbe\u65bd\u5c06\u5176\u5c01\u88c5\u4e3a\u670d\u52a1\uff0c\u5e76\u89e3\u51b3\u6269\u5bb9\u548c\u6301\u4e45\u5316\u95ee\u9898\u3002\u751f\u6001\u4e0a\uff0cFAISS \u62e5\u6709\u5927\u91cf\u5b66\u672f\u548c\u5de5\u4e1a\u7528\u6237\uff0c\u5728\u5f00\u6e90\u793e\u533a\u4e2d\u5f71\u54cd\u529b\u5927\uff0c\u4f46\u7531\u4e8e\u5b83\u53ea\u662f\u5e93\u800c\u975e\u670d\u52a1\uff0c\u5bf9\u5176\u4ed6\u8bed\u8a00\uff08\u4f8b\u5982 Go\uff09\u6ca1\u6709\u5b98\u65b9\u652f\u6301\uff0c\u9700\u8981\u501f\u52a9\u7b2c\u4e09\u65b9\u7ed1\u5b9a\u6216\u901a\u8fc7RPC\u670d\u52a1\u6765\u95f4\u63a5\u4f7f\u7528\u3002\u603b\u7684\u6765\u8bf4\uff0cFAISS \u975e\u5e38\u9002\u5408<strong>\u91cd\u89c6\u6027\u80fd\u548c\u5b9a\u5236\u5316<\/strong>\u7684\u7814\u7a76\u578b\u9879\u76ee\u6216\u9700\u8981GPU\u52a0\u901f\u7684\u573a\u666f\uff0c\u4f46\u4f5c\u4e3a\u4e00\u4e2a\u72ec\u7acb\u670d\u52a1\u65b9\u6848\u7565\u663e\u201c\u7c97\u7c92\u201d\uff0c\u9700\u8981\u5f00\u53d1\u8005\u6295\u5165\u66f4\u591a\u5de5\u7a0b\u5de5\u4f5c\u53bb\u6784\u5efa\u5b8c\u6574\u89e3\u51b3\u65b9\u6848\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u5411\u91cf\u6570\u636e\u5e93\u7684\u57fa\u672c\u4f7f\u7528\u6d41\u7a0b<\/h3>\n\n\n\n<p>\u65e0\u8bba\u9009\u62e9\u54ea\u79cd\u5411\u91cf\u6570\u636e\u5e93\uff0c\u5176\u57fa\u672c\u4f7f\u7528\u6d41\u7a0b\u5927\u81f4\u76f8\u540c\uff0c\u53ef\u5206\u4e3a\u4ee5\u4e0b\u51e0\u4e2a\u6b65\u9aa4\uff1a<\/p>\n\n\n\n<ol>\n<li><strong>\u6570\u636e\u5d4c\u5165\u751f\u6210<\/strong>\uff1a\u9996\u5148\u9700\u8981\u5c06\u539f\u59cb\u6570\u636e\uff08\u6587\u672c\u3001\u56fe\u50cf\u7b49\uff09\u8f6c\u6362\u4e3a\u5411\u91cf\u5f62\u5f0f\u3002\u8fd9\u901a\u5e38\u901a\u8fc7\u9884\u8bad\u7ec3\u7684\u5d4c\u5165\u6a21\u578b\u5b8c\u6210\uff0c\u4f8b\u5982\u8c03\u7528 OpenAI \u7684 Embedding API \u6216\u4f7f\u7528\u672c\u5730\u7684\u53e5\u5411\u91cf\u6a21\u578b\uff0c\u5c06\u6bcf\u6bb5\u6587\u672c\u6620\u5c04\u4e3a\u4e00\u4e2a\u9ad8\u7ef4\u5411\u91cf\u8868\u793a\u3002\u5bf9\u4e8e\u67e5\u8be2\uff08\u5982\u7528\u6237\u7684\u95ee\u9898\uff09\uff0c\u4e5f\u9700\u8981\u7ecf\u8fc7\u540c\u6837\u7684\u5411\u91cf\u5316\u8fc7\u7a0b\uff0c\u4ee5\u4fbf\u4e0e\u6570\u636e\u5e93\u4e2d\u7684\u5411\u91cf\u8fdb\u884c\u76f8\u4f3c\u5ea6\u6bd4\u8f83\u3002<\/li>\n\n\n\n<li><strong>\u5411\u91cf\u63d2\u5165\u4e0e\u7d22\u5f15\u521b\u5efa<\/strong>\uff1a\u63a5\u4e0b\u6765\uff0c\u5c06\u751f\u6210\u7684\u5411\u91cf\u63d2\u5165\u5411\u91cf\u6570\u636e\u5e93\u4e2d\u3002\u5927\u591a\u6570\u5411\u91cf\u6570\u636e\u5e93\u9700\u8981\u5148\u521b\u5efa\u4e00\u4e2a<strong>\u96c6\u5408\uff08collection\uff09\u6216\u7d22\u5f15<\/strong>\uff0c\u6307\u5b9a\u5411\u91cf\u7684\u7ef4\u5ea6\u53ca\u5ea6\u91cf\u65b9\u5f0f\uff08\u5982\u4f7f\u7528\u4f59\u5f26\u76f8\u4f3c\u5ea6\u6216\u6b27\u6c0f\u8ddd\u79bb\u7b49\uff09\u200b\u3002\u63d2\u5165\u6570\u636e\u65f6\uff0c\u4e00\u822c\u4ee5\u201c\u5411\u91cf+\u552f\u4e00ID\uff08\u4ee5\u53ca\u53ef\u9009\u7684\u5143\u6570\u636e\uff09\u201d\u7684\u5f62\u5f0f\u6279\u91cf\u5199\u5165\u200b\u3002\u6570\u636e\u5e93\u4f1a\u5bf9\u5411\u91cf\u5efa\u7acb\u7d22\u5f15\u7ed3\u6784\uff08\u5982 HNSW \u56fe\u6216 IVF \u7d22\u5f15\uff09\uff0c\u4ee5\u52a0\u901f\u540e\u7eed\u7684\u76f8\u4f3c\u5ea6\u68c0\u7d22\u64cd\u4f5c\u3002\u67d0\u4e9b\u7cfb\u7edf\uff08\u5982 Chroma \u6216\u90e8\u5206\u4e91\u670d\u52a1\uff09\u8fd8\u80fd\u5728\u63d2\u5165\u65f6\u81ea\u52a8\u5b8c\u6210\u5d4c\u5165\u751f\u6210\u548c\u7d22\u5f15\u6784\u5efa\u7684\u5168\u90e8\u6d41\u7a0b\u3002<\/li>\n\n\n\n<li><strong>\u76f8\u4f3c\u5ea6\u68c0\u7d22<\/strong>\uff1a\u6570\u636e\u5165\u5e93\u5e76\u5efa\u7acb\u7d22\u5f15\u540e\uff0c\u5c31\u53ef\u4ee5\u5bf9\u5411\u91cf\u6570\u636e\u5e93\u6267\u884c\u76f8\u4f3c\u5ea6\u67e5\u8be2\u3002\u901a\u5e38\u6211\u4eec\u4f1a\u5c06\u7528\u6237\u67e5\u8be2\u8f6c\u6362\u4e3a\u5411\u91cf\uff0c\u7136\u540e\u5411\u6570\u636e\u5e93\u8bf7\u6c42\u68c0\u7d22\u4e0e\u8be5\u5411\u91cf\u6700\u63a5\u8fd1\u7684\u524d <em>k<\/em> \u4e2a\u5411\u91cf\u6570\u636e\u3002\u591a\u6570\u6570\u636e\u5e93\u63d0\u4f9b\u4e86\u591a\u79cd\u67e5\u8be2\u63a5\u53e3\uff0c\u4f8b\u5982\u7eaf\u7cb9\u7684\u5411\u91cf\u76f8\u4f3c\u67e5\u8be2\uff0c\u6216\u5728\u6b64\u57fa\u7840\u4e0a\u589e\u52a0<strong>\u8fc7\u6ee4\u6761\u4ef6<\/strong>\uff08\u5982\u53ea\u68c0\u7d22\u7279\u5b9a\u6807\u7b7e\u4e0b\u7684\u5411\u91cf\uff09\u3002\u68c0\u7d22\u7ed3\u679c\u4e00\u822c\u5305\u542b\u5339\u914d\u5411\u91cf\u5bf9\u5e94\u7684\u539f\u59cb\u5185\u5bb9\u6216\u9644\u52a0\u4fe1\u606f\uff0c\u4ee5\u53ca\u4e00\u4e2a\u76f8\u4f3c\u5ea6\u5206\u6570\u6216\u8ddd\u79bb\uff0c\u7528\u4e8e\u8bc4\u4f30\u5339\u914d\u7684\u5bc6\u5207\u7a0b\u5ea6\u3002\u5e94\u7528\u6536\u5230\u7ed3\u679c\u540e\uff0c\u53ef\u5c06\u8fd9\u4e9b\u76f8\u5173\u5185\u5bb9\u63d0\u4f9b\u7ed9\u4e0a\u5c42\u7684 LLM\uff0c\u4f5c\u4e3a\u751f\u6210\u7b54\u6848\u7684\u53c2\u8003\u77e5\u8bc6\u3002<\/li>\n<\/ol>\n\n\n\n<p>\u6b64\u793a\u4f8b\u4f7f\u7528 Qdrant \u7684 Go SDK\uff0c\u901a\u8fc7\u63a5\u53e3\u521b\u5efa\u96c6\u5408\u3001\u63d2\u5165\u5411\u91cf\u5e76\u6267\u884c\u76f8\u4f3c\u5ea6\u641c\u7d22\uff1a<\/p>\n\n\n\n<pre class=\"wp-block-preformatted\">package main<br><br>import (<br>\t\"bytes\"<br>\t\"context\"<br>\t\"encoding\/json\"<br>\t\"fmt\"<br>\t\"io\"<br>\t\"net\/http\"<br><br>\tqdrant \"github.com\/qdrant\/go-client\/qdrant\"<br>)<br><br>type EmbeddingResponse [][]float32<br><br>\/\/ \u8c03\u7528\u672c\u5730 embedding \u670d\u52a1<br>func getEmbedding(texts []string) ([][]float32, error) {<br>\tbody, _ := json.Marshal(map[string][]string{\"texts\": texts})<br><br>\tresp, err := http.Post(\"http:\/\/localhost:5000\/embed\", \"application\/json\", bytes.NewBuffer(body))<br>\tif err != nil {<br>\t\treturn nil, err<br>\t}<br>\tdefer resp.Body.Close()<br><br>\trespBody, _ := io.ReadAll(resp.Body)<br><br>\tvar embeddings EmbeddingResponse<br>\tif err := json.Unmarshal(respBody, &amp;embeddings); err != nil {<br>\t\treturn nil, err<br>\t}<br><br>\treturn embeddings, nil<br>}<br><br>func main() {<br>\t\/\/ \u8fde\u63a5\u672c\u5730 Qdrant \u5b9e\u4f8b<br>\tclient, err := qdrant.NewClient(&amp;qdrant.Config{Host: \"localhost\", Port: 6334})<br>\tif err != nil {<br>\t\tpanic(err)<br>\t}<br><br>\tctx := context.Background()<br><br>\t\/\/ 1. \u521b\u5efa\u96c6\u5408\uff0c\u5411\u91cf\u7ef4\u5ea6\u4e3a384\uff08all-MiniLM-L6-v2 \u7684\u7ef4\u5ea6\uff09<br>\terr = client.CreateCollection(ctx, &amp;qdrant.CreateCollection{<br>\t\tCollectionName: \"docs\",<br>\t\tVectorsConfig: qdrant.NewVectorsConfig(&amp;qdrant.VectorParams{<br>\t\t\tSize:     384,<br>\t\t\tDistance: qdrant.Distance_Cosine,<br>\t\t}),<br>\t})<br>\tif err != nil {<br>\t\tfmt.Println(\"\u96c6\u5408\u53ef\u80fd\u5df2\u5b58\u5728\uff1a\", err)<br>\t}<br><br>\t\/\/ 2. \u51c6\u5907\u6587\u6863<br>\tdocuments := []string{<br>\t\t\"\u5317\u4eac\u662f\u4e2d\u56fd\u7684\u9996\u90fd\u3002\",<br>\t\t\"\u67cf\u6797\u662f\u5fb7\u56fd\u6700\u5927\u7684\u57ce\u5e02\u3002\",<br>\t\t\"\u4e1c\u4eac\u4f4d\u4e8e\u65e5\u672c\u4e1c\u90e8\uff0c\u662f\u65e5\u672c\u6700\u5927\u7684\u57ce\u5e02\u4e4b\u4e00\u3002\",<br>\t}<br><br>\t\/\/ \u83b7\u53d6\u5411\u91cf\u8868\u793a<br>\tembeddings, err := getEmbedding(documents)<br>\tif err != nil {<br>\t\tpanic(err)<br>\t}<br><br>\t\/\/ \u6784\u5efa Points \u63d2\u5165\u6570\u636e<br>\tpoints := make([]*qdrant.PointStruct, len(documents))<br>\tfor i, embedding := range embeddings {<br>\t\tpoints[i] = &amp;qdrant.PointStruct{<br>\t\t\tId:      qdrant.NewIDNum(uint64(i + 1)),<br>\t\t\tVectors: qdrant.NewVectors(embedding...),<br>\t\t\tPayload: qdrant.NewValueMap(map[string]interface{}{<br>\t\t\t\t\"content\": documents[i],<br>\t\t\t}),<br>\t\t}<br>\t}<br><br>\t\/\/ 3. \u5411 Qdrant \u63d2\u5165\u6587\u6863\u5411\u91cf<br>\t_, err = client.Upsert(ctx, &amp;qdrant.UpsertPoints{<br>\t\tCollectionName: \"docs\",<br>\t\tPoints:         points,<br>\t})<br>\tif err != nil {<br>\t\tpanic(err)<br>\t}<br><br>\tfmt.Println(\"\u6587\u6863\u5df2\u6210\u529f\u63d2\u5165 Qdrant\uff01\")<br><br>\t\/\/ 4. \u67e5\u8be2\u6d4b\u8bd5\uff1a\u4f8b\u5982\u67e5\u627e\u5173\u4e8e\u201c\u5fb7\u56fd\u201d\u7684\u6587\u6863<br>\tquery := \"\u5fb7\u56fd\u7684\u9996\u90fd\u662f\u54ea\u4e2a\u57ce\u5e02\uff1f\"<br><br>\t\/\/ \u5411\u91cf\u5316\u67e5\u8be2<br>\tqueryEmbedding, err := getEmbedding([]string{query})<br>\tif err != nil {<br>\t\tpanic(err)<br>\t}<br><br>\t\/\/ \u76f8\u4f3c\u5ea6\u68c0\u7d22<br>\tlimit := uint64(2)<br>\tsearchResult, err := client.Query(ctx, &amp;qdrant.QueryPoints{<br>\t\tCollectionName: \"docs\",<br>\t\tQuery:          qdrant.NewQuery(queryEmbedding[0]...),<br>\t\tLimit:          &amp;limit,<br>\t\tWithPayload:    qdrant.NewWithPayload(true),<br>\t})<br>\tif err != nil {<br>\t\tpanic(err)<br>\t}<br><br>\t\/\/ \u8f93\u51fa\u7ed3\u679c<br>\tfmt.Printf(\"\u67e5\u8be2\uff1a\u201c%s\u201d\u7684\u7ed3\u679c\uff1a\\n\", query)<br>\tfor _, result := range searchResult {<br>\t\tfmt.Printf(\"ID: %v, \u76f8\u4f3c\u5ea6: %.3f, \u5185\u5bb9: %s\\n\",<br>\t\t\tresult.Id, result.Score, result.Payload[\"content\"])<br>\t}<br>}<br><br><br>\/\/ \u6587\u6863\u5df2\u6210\u529f\u63d2\u5165 Qdrant\uff01<br>\/\/ \u67e5\u8be2\uff1a\u201c\u5fb7\u56fd\u7684\u9996\u90fd\u662f\u54ea\u4e2a\u57ce\u5e02\uff1f\u201d\u7684\u7ed3\u679c\uff1a<br>\/\/ ID: num:2, \u76f8\u4f3c\u5ea6: 0.901, \u5185\u5bb9: string_value:\"\u67cf\u6797\u662f\u5fb7\u56fd\u6700\u5927\u7684\u57ce\u5e02\u3002\"<br>\/\/ ID: num:1, \u76f8\u4f3c\u5ea6: 0.762, \u5185\u5bb9: string_value:\"\u5317\u4eac\u662f\u4e2d\u56fd\u7684\u9996\u90fd\u3002\"<\/pre>\n\n\n\n<p>\u8fd9\u91cc\u5f00\u6e90 embedding \u6a21\u578b \u4f7f\u7528\u5f97\u4f7f\u7528 <strong>Sentence Transformers\uff08all-MiniLM-L6-v2\uff09<\/strong><\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>from fastapi import FastAPI\nfrom pydantic import BaseModel\nfrom sentence_transformers import SentenceTransformer\n\napp = FastAPI()\nmodel = SentenceTransformer('all-MiniLM-L6-v2')\n\nclass TextsRequest(BaseModel):\n    texts: list&#91;str]\n\n@app.post(\"\/embed\")\nasync def embed(request: TextsRequest):\n    embeddings = model.encode(request.texts)\n    return embeddings.tolist()\n<\/code><\/pre>\n\n\n\n<p><\/p>\n\n\n\n<p>\u4ee5\u4e0a\u4ee3\u7801\u6f14\u793a\u4e86\u4e00\u4e2a\u7b80\u5355\u6d41\u7a0b\uff1a\u8fde\u63a5\u5230\u672c\u5730 Qdrant\u200b\u3001\u521b\u5efa\u96c6\u5408\u5e76\u5b9a\u4e49\u5411\u91cf\u7ef4\u5ea6\u548c\u76f8\u4f3c\u5ea6\u5ea6\u91cf\u3001\u63d2\u5165\u51e0\u6761\u5e26\u6709\u5143\u6570\u636e\u7684\u5411\u91cf\u3001\u7136\u540e\u6784\u9020\u67e5\u8be2\u5411\u91cf\u8fdb\u884c\u76f8\u4f3c\u5ea6\u641c\u7d22\uff0c\u5e76\u4f7f\u7528\u8fc7\u6ee4\u6761\u4ef6\u4ec5\u8fd4\u56de\u6ee1\u8db3\u6761\u4ef6\u7684\u7ed3\u679c\u3002\u5b9e\u9645\u5e94\u7528\u4e2d\uff0c\u5411\u91cf\u7684\u751f\u6210\u4e00\u822c\u7531\u6a21\u578b\u7f16\u7801\u5668\u5b8c\u6210\uff0c\u7136\u540e\u6309\u7167\u7c7b\u4f3c\u65b9\u5f0f\u63d2\u5165\u6570\u636e\u5e93\u3002\u5f53\u7528\u6237\u63d0\u51fa\u67e5\u8be2\u65f6\uff0c\u5e94\u7528\u4f1a\u5c06\u67e5\u8be2\u901a\u8fc7\u540c\u4e00\u7f16\u7801\u5668\u8f6c\u6362\u4e3a\u5411\u91cf\uff0c\u518d\u4f7f\u7528\u6570\u636e\u5e93\u7684\u67e5\u8be2\u63a5\u53e3\u83b7\u53d6\u76f8\u8fd1\u5411\u91cf\u7684\u5185\u5bb9\u3002\u901a\u8fc7\u8fd9\u79cd\u201c\u5411\u91cf\u68c0\u7d22+\u751f\u6210\u201d\u7684\u6a21\u5f0f\uff0c\u7cfb\u7edf\u80fd\u591f\u57fa\u4e8e\u8bed\u4e49\u76f8\u4f3c\u5ea6\u4ece\u6d77\u91cf\u77e5\u8bc6\u4e2d\u5feb\u901f\u5b9a\u4f4d\u76f8\u5173\u4fe1\u606f\uff0c\u5e76\u5c06\u5176\u63d0\u4f9b\u7ed9 LLM\uff0c\u4ece\u800c\u751f\u6210\u5185\u5bb9\u4e30\u5bcc\u4e14\u51c6\u786e\u6027\u66f4\u9ad8\u7684\u56de\u7b54\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u573a\u666f\u5efa\u8bae\u4e0e\u5b9e\u8df5\u7ecf\u9a8c<\/h3>\n\n\n\n<p>\u4e0d\u540c\u7684\u5411\u91cf\u6570\u636e\u5e93\u5404\u6709\u4f18\u52a3\uff0c\u5e94\u6839\u636e\u5177\u4f53\u9700\u6c42\u9009\u62e9\u6700\u5408\u9002\u7684\u65b9\u6848\u3002\u4ee5\u4e0b\u7ed3\u5408\u5e38\u89c1\u573a\u666f\u7ed9\u51fa\u4e00\u4e9b\u9009\u578b\u5efa\u8bae\uff1a<\/p>\n\n\n\n<p><strong>\u79c1\u6709\u90e8\u7f72<\/strong>\uff1a\u5982\u679c\u7531\u4e8e\u6570\u636e\u9690\u79c1\u6216\u5408\u89c4\u8981\u6c42\u9700\u8981\u5c06\u7cfb\u7edf\u90e8\u7f72\u5728<strong>\u672c\u5730\u73af\u5883\/\u81ea\u6709\u57fa\u7840\u8bbe\u65bd<\/strong>\uff0c\u90a3\u4e48\u5f00\u6e90\u65b9\u6848\u662f\u9996\u9009\u3002\u5bf9\u4e8e\u6b64\u7c7b\u573a\u666f\uff0c<strong>Milvus<\/strong> \u548c <strong>Weaviate<\/strong> \u7ecf\u5e38\u88ab\u63a8\u8350\uff0c\u56e0\u4e3a\u5b83\u4eec\u62e5\u6709\u6d3b\u8dc3\u793e\u533a\u652f\u6301\u4e14\u529f\u80fd\u5b8c\u5584\uff0c\u53ef\u8fd0\u884c\u4e8e\u81ea\u6709\u670d\u52a1\u5668\u4e0a\u3002Milvus \u9002\u5408\u5bf9\u89c4\u6a21\u548c\u6027\u80fd\u8981\u6c42\u6781\u9ad8\u7684\u573a\u666f\uff0c\u53ef\u5229\u7528\u5206\u5e03\u5f0f\u67b6\u6784\u6269\u5c55\u5230\u6570\u5341\u4ebf\u5411\u91cf\u7684\u6570\u636e\u91cf\u3002Weaviate \u5219\u9002\u5408\u9700\u8981\u5feb\u901f\u6784\u5efa\u8bed\u4e49\u641c\u7d22\u529f\u80fd\u7684\u56e2\u961f\uff0c\u5b83\u5185\u7f6e\u4e86\u4e30\u5bcc\u7684\u6a21\u5757\u4e14\u652f\u6301\u6df7\u5408\u67e5\u8be2\uff0c\u5728\u79c1\u6709\u73af\u5883\u4e2d\u4e5f\u76f8\u5bf9\u5bb9\u6613\u90e8\u7f72\u3002<strong>Qdrant<\/strong> \u4e5f\u662f\u4e00\u4e2a\u503c\u5f97\u8003\u8651\u7684\u81ea\u6258\u7ba1\u65b9\u6848\uff0c\u5c24\u5176\u5bf9\u4e8e\u4e2d\u5c0f\u89c4\u6a21\u7684\u6570\u636e\uff0c\u5b83\u7684\u8d44\u6e90\u5360\u7528\u5c0f\u4e14\u6027\u80fd\u4f18\u5f02\uff0c\u53ef\u4ee5\u5f88\u65b9\u4fbf\u5730\u8fd0\u884c\u5728\u672c\u5730\u673a\u7fa4\u4e0a\u3002\u5982\u679c\u56e2\u961f\u4e3b\u8981\u4f7f\u7528 Go \u8bed\u8a00\u5f00\u53d1\uff0c\u90a3\u4e48 Weaviate \u548c Qdrant \u5747\u63d0\u4f9b\u4e86\u826f\u597d\u7684 Go SDK \u652f\u6301\uff0c\u4f7f\u7528\u8d77\u6765\u66f4\u4e3a\u987a\u7545\u3002\u9700\u8981\u9ad8\u6027\u80fd\u8fd1\u4f3c\u6700\u8fd1\u90bb\u68c0\u7d22\u4f46\u53c8\u60f3\u5b8c\u5168\u638c\u63a7\u90e8\u7f72\u7684\u56e2\u961f\uff0c\u8fd8\u53ef\u4ee5\u8003\u8651\u5c06 <strong>FAISS<\/strong> \u96c6\u6210\u5230\u81ea\u5efa\u670d\u52a1\u4e2d\uff0c\u4e0d\u8fc7\u8981\u989d\u5916\u5b9e\u73b0\u5206\u5e03\u5f0f\u548c\u6301\u4e45\u5316\u903b\u8f91\u3002<\/p>\n\n\n\n<p><strong>\u5f00\u7bb1\u5373\u7528<\/strong>\uff1a\u5bf9\u4e8e\u5e0c\u671b<strong>\u96f6\u8fd0\u7ef4<\/strong>\u3001\u5feb\u901f\u4e0a\u7ebf\u7684\u9879\u76ee\uff0c<strong>Pinecone<\/strong> \u7b49\u4e91\u670d\u52a1\u662f\u7406\u60f3\u9009\u62e9\u3002Pinecone \u63d0\u4f9b\u4e86\u5168\u6258\u7ba1\u7684\u5e73\u53f0\uff0c\u5f00\u53d1\u8005\u53ea\u9700\u901a\u8fc7\u7b80\u5355\u7684 API \u5373\u53ef\u5b8c\u6210\u6240\u6709\u64cd\u4f5c\u200b\u3002\u5b83\u80fd\u591f\u81ea\u52a8\u5e94\u5bf9\u6269\u5bb9\u5e76\u4fdd\u8bc1\u8f83\u4f4e\u7684\u67e5\u8be2\u5ef6\u8fdf\uff0c\u975e\u5e38\u9002\u5408\u521d\u521b\u9879\u76ee\u6216 PoC \u9636\u6bb5\u9700\u8981\u5c3d\u5feb\u9a8c\u8bc1\u4ea7\u54c1\u7684\u60c5\u51b5\u3002\u4f46\u8003\u8651\u5230\u957f\u671f\u6210\u672c\u548c\u9501\u5b9a\u6548\u5e94\uff0c\u4e5f\u53ef\u4ee5\u5173\u6ce8\u5176\u5b83\u6258\u7ba1\u9009\u9879\uff0c\u4f8b\u5982 Weaviate \u7684\u4e91\u670d\u52a1\u6216 Zilliz \u63d0\u4f9b\u7684 Milvus \u4e91\u670d\u52a1\uff0c\u5b83\u4eec\u5728\u6613\u7528\u6027\u4e0a\u4e0e Pinecone \u7c7b\u4f3c\uff0c\u540c\u65f6\u4fdd\u7559\u4e86\u5c06\u6765\u5207\u6362\u5230\u81ea\u6258\u7ba1\u7684\u53ef\u80fd\u6027\u3002\u53e6\u4e00\u65b9\u9762\uff0c\u5982\u679c\u662f\u4e2a\u4eba\u5f00\u53d1\u8005\u505a<strong>\u5feb\u901f\u539f\u578b<\/strong>\uff0c\u90a3\u4e48<strong>Chroma<\/strong> \u65e0\u7591\u662f\u6700\u4fbf\u6377\u7684\u5de5\u5177\u4e4b\u4e00\u3002\u901a\u8fc7\u51e0\u884c Python \u4ee3\u7801\u5373\u53ef\u5728\u672c\u5730\u6784\u5efa\u5411\u91cf\u5b58\u50a8\u5e76\u6d4b\u8bd5 RAG \u601d\u8def\uff0c\u5927\u5927\u964d\u4f4e\u4e86\u5c1d\u8bd5\u65b0\u60f3\u6cd5\u7684\u95e8\u69db\u3002\u603b\u4e4b\uff0c\u5728\u8981\u6c42<strong>\u5feb\u901f\u89c1\u6548<\/strong>\u7684\u573a\u666f\u4e0b\uff0c\u9009\u62e9\u8fd9\u4e9b\u7701\u5374\u90e8\u7f72\u70e6\u607c\u7684\u5de5\u5177\u80fd\u591f\u5e2e\u52a9\u56e2\u961f\u5c06\u7cbe\u529b\u4e13\u6ce8\u4e8e\u4e0a\u5c42\u5e94\u7528\u903b\u8f91\u3002<\/p>\n\n\n\n<p><strong>\u6d77\u91cf\u6570\u636e\u5904\u7406<\/strong>\uff1a\u5f53\u9762\u5bf9<strong>\u5343\u4e07\u4e43\u81f3\u6570\u5341\u4ebf\u7ea7\u522b\u5411\u91cf<\/strong>\u7684\u6570\u636e\u96c6\u65f6\uff0c\u7cfb\u7edf\u7684\u53ef\u6269\u5c55\u6027\u548c\u6027\u80fd\u6210\u4e3a\u9009\u578b\u7684\u91cd\u4e2d\u4e4b\u91cd\u3002\u6b64\u65f6\uff0c<strong>Milvus<\/strong> \u5f80\u5f80\u662f\u5f00\u6e90\u754c\u7684\u4f18\u9009\u65b9\u6848\uff0c\u5b83\u4ece\u67b6\u6784\u4e0a\u9488\u5bf9\u5927\u89c4\u6a21\u5411\u91cf\u68c0\u7d22\u8fdb\u884c\u4e86\u4f18\u5316\uff0c\u53ef\u5229\u7528\u5206\u5e03\u5f0f\u7d22\u5f15\u548c\u5e76\u884c\u67e5\u8be2\u4fdd\u6301\u9ad8\u6027\u80fd\u3002Milvus \u5bf9\u6279\u91cf\u6570\u636e\u5bfc\u5165\u3001\u538b\u7f29\u5b58\u50a8\u3001GPU \u52a0\u901f\u7b49\u90fd\u6709\u652f\u6301\uff0c\u9002\u7528\u4e8e\u9700\u8981\u5904\u7406<strong>\u6d77\u91cf\u5411\u91cf<\/strong>\u7684\u4f01\u4e1a\u7ea7\u5e94\u7528\u3002\u5982\u679c\u56e2\u961f\u503e\u5411\u4e8e\u4f7f\u7528\u5546\u7528\u670d\u52a1\uff0c<strong>Pinecone<\/strong> \u5728\u5927\u6570\u636e\u91cf\u4e0b\u7684\u8868\u73b0\u4e5f\u5341\u5206\u51fa\u8272\u3002Pinecone \u7684\u5e95\u5c42\u5b9e\u73b0\u4e86\u5411\u91cf\u6570\u636e\u5728\u4e91\u4e0a\u5206\u7247\u5b58\u50a8\u548c\u8def\u7531\u67e5\u8be2\uff0c\u8bf7\u6c42\u5ef6\u8fdf\u968f\u7740\u6570\u636e\u89c4\u6a21\u589e\u957f\u4ecd\u80fd\u4fdd\u6301\u7a33\u5b9a\u3002\u4e0d\u8fc7\u9700\u8981\u8003\u8651\u8d39\u7528\u95ee\u9898\uff0c\u5927\u89c4\u6a21\u6570\u636e\u7684\u6258\u7ba1\u5f00\u9500\u4e0d\u5bb9\u5ffd\u89c6\u3002<strong>Weaviate<\/strong> \u548c <strong>Qdrant<\/strong> \u4e5f\u53ef\u4ee5\u5904\u7406\u8f83\u5927\u7684\u6570\u636e\u96c6\uff0c\u4f46\u6839\u636e\u793e\u533a\u53cd\u9988\uff0cWeaviate \u5728\u6570\u636e\u91cf\u7279\u522b\u5927\u65f6\u5185\u5b58\u5f00\u9500\u589e\u5927\uff0c\u9700\u8981\u7cbe\u5fc3\u8c03\u4f18\u7d22\u5f15\u53c2\u6570\uff1bQdrant \u5219\u76ee\u524d\u7f3a\u4e4f\u81ea\u52a8\u5206\u7247\uff0c\u9700\u8981\u901a\u8fc7\u624b\u52a8\u5206\u533a\u6216\u90e8\u7f72\u591a\u5b9e\u4f8b\u6765\u652f\u6491\u66f4\u5927\u7684\u6570\u636e\u91cf\u3002\u56e0\u6b64\u5728<strong>\u8d85\u5927\u89c4\u6a21<\/strong>\u573a\u666f\u4e0b\uff0c\u4f18\u5148\u9009\u62e9\u4e3a\u6b64\u8bbe\u8ba1\u7684\u4e13\u4e1a\u65b9\u6848\uff08\u5982 Milvus \u6216 Pinecone\uff09\uff0c\u80fd\u51cf\u5c11\u5f88\u591a\u6027\u80fd\u8c03\u4f18\u7684\u5de5\u4f5c\u3002\u5728\u5b9e\u8df5\u4e2d\uff0c\u4e00\u4e9b\u56e2\u961f\u4e5f\u4f1a\u7ec4\u5408\u4f7f\u7528\u591a\u79cd\u5de5\u5177\uff1a\u4f8b\u5982\u5148\u7528 FAISS \u79bb\u7ebf\u6784\u5efa\u538b\u7f29\u7d22\u5f15\uff0c\u518d\u5c06\u7d22\u5f15\u7ed3\u679c\u6258\u7ba1\u5230 Milvus \u96c6\u7fa4\u4e2d\uff0c\u65e2\u53d1\u6325FAISS\u7684\u901f\u5ea6\u53c8\u83b7\u5f97Milvus\u7684\u53ef\u7528\u6027\u3002\u8fd9\u4e9b\u7ecf\u9a8c\u90fd\u8868\u660e\uff0c\u6839\u636e\u6570\u636e\u89c4\u6a21\u548c\u4e1a\u52a1\u9700\u6c42<strong>\u7075\u6d3b\u7ec4\u5408\u5de5\u5177<\/strong>\uff0c\u5f80\u5f80\u80fd\u53d6\u5f97\u66f4\u597d\u6548\u679c\u3002<\/p>\n\n\n\n<p>\u603b\u7684\u6765\u8bf4\uff0c\u5411\u91cf\u6570\u636e\u5e93\u7684\u9009\u578b\u6ca1\u6709\u6807\u51c6\u5f97\u7b54\u6848\u3002\u6b63\u5982\u4e00\u7bc7\u6280\u672f\u8bc4\u8bba\u6240\u8a00\uff1a\u201c\u6bcf\u79cd\u5de5\u5177\u90fd\u6709\u5404\u81ea\u7684\u5f3a\u9879\uff0c\u4f60\u7684\u9009\u62e9\u5e94\u7531\u9879\u76ee\u5bf9\u53ef\u6269\u5c55\u6027\u3001\u8fd0\u7ef4\u548c\u6027\u80fd\u7684\u5177\u4f53\u8981\u6c42\u6765\u51b3\u5b9a\u201d\u200b\u3002\u5145\u5206\u4e86\u89e3\u5404\u65b9\u6848\u7684\u7279\u6027\uff0c\u5e76\u7ed3\u5408\u81ea\u8eab\u573a\u666f\u505a\u6743\u8861\u53d6\u820d\uff0c\u662f\u6210\u529f\u6784\u5efa\u7cfb\u7edf\u7684\u5173\u952e\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u603b\u7ed3\u4e0e\u5efa\u8bae<\/h3>\n\n\n\n<p>\u5411\u91cf\u6570\u636e\u5e93\u4e3a AI \u5e94\u7528\u6ce8\u5165\u4e86\u77e5\u8bc6\u548c\u8bed\u4e49\u7406\u89e3\u80fd\u529b\uff0c\u662f\u6784\u5efa\u65b0\u4e00\u4ee3\u667a\u80fd\u7cfb\u7edf\u7684\u57fa\u77f3\u4e4b\u4e00\u200b\u3002\u6211\u4eec\u53ef\u4ee5\u770b\u5230\uff0c\u4e0d\u540c\u5411\u91cf\u6570\u636e\u5e93\u5728\u6613\u7528\u6027\u548c\u751f\u6001\u652f\u6301\u4e0a\u5404\u6709\u4fa7\u91cd\uff1a\u6709\u7684\u8ffd\u6c42\u6781\u81f4\u6027\u80fd\uff0c\u9700\u8981\u66f4\u591a\u5de5\u7a0b\u6295\u5165\uff1b\u6709\u7684\u63d0\u4f9b\u6258\u7ba1\u4fbf\u5229\uff0c\u5f00\u7bb1\u5373\u7528\u4f46\u53d7\u5236\u4e8e\u5e73\u53f0\uff1b\u4e5f\u6709\u9488\u5bf9\u5f00\u53d1\u8005\u4f53\u9a8c\u4f18\u5316\u7684\u5d4c\u5165\u5f0f\u5de5\u5177\uff0c\u65b9\u4fbf\u5feb\u901f\u8bd5\u9a8c\u3002\u5bf9\u4e8e AI 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