{"id":73059,"date":"2025-11-29T16:48:24","date_gmt":"2025-11-29T08:48:24","guid":{"rendered":"https:\/\/aicats.wiki\/?p=73059"},"modified":"2025-11-29T16:48:24","modified_gmt":"2025-11-29T08:48:24","slug":"2025%e5%b9%b4%e5%90%91%e9%87%8f%e8%b3%87%e6%96%99%e5%ba%ab%e5%8d%81%e5%a4%a7%e6%8e%a8%e8%96%a6%ef%bc%9a%e9%ab%98%e6%95%88%e7%ae%a1%e7%90%86%e6%b5%b7%e9%87%8f%e9%9d%9e%e7%b5%90%e6%a7%8b%e5%8c%96","status":"publish","type":"post","link":"https:\/\/aicats.wiki\/tw\/2025\/11\/29\/73059-html","title":{"rendered":"2025\u5e74\u5411\u91cf\u8cc7\u6599\u5eab\u5341\u5927\u63a8\u85a6\uff1a\u9ad8\u6548\u7ba1\u7406\u5927\u91cf\u975e\u7d50\u69cb\u5316\u8cc7\u6599\u7684\u5fc5\u5099\u5de5\u5177\u6e05\u55ae"},"content":{"rendered":"<p class=\"wp-block-paragraph\"><strong>2025\u5e74\uff0c<a href=\"https:\/\/aicats.wiki\/tw\/2025\/11\/17\/69957.html\/\" title=\"\u7ffb\u8b6f\u516c\u53f8\u54c8\u4f5b\u63a8\u85a6\uff1a2025\u5e74\u503c\u5f97\u4fe1\u8cf4\u7684\u9ad8\u7aef\u5b78\u8853\u7ffb\u8b6f\u670d\u52d9\u8a55\u6e2c\u8207\u9078\u64c7\u6307\u5357\">\u5411\u91cf\u8cc7\u6599\u5eab<\/a>\u6210\u4e3a<a class=\"external\" href=\"https:\/\/aicats.wiki\/tw\/tag\/ai\" title=\"\u67e5\u770b\u8207 AI \u76f8\u95dc\u7684\u6587\u7ae0\" target=\"_blank\">AI<\/a>\u4e0e\u5927\u6a21\u578b\u65f6\u4ee3\u4e0b\uff0c\u9ad8\u6548\u7ba1\u7406\u6d77\u91cf<strong>\u975e\u7d50\u69cb\u5316\u6578\u64da<\/strong>\u7684\u95dc\u9375\u57fa\u790e\u8a2d\u65bd\u3002<\/strong> \u672c\u6587\u6574\u7406\u4e86\u696d\u754c\u6700\u5177\u4ee3\u8868\u6027\u768410\u5927\u5411\u91cf\u8cc7\u6599\u5eab\u53ca\u76f8\u95dc\u5de5\u5177\uff0c\u6db5\u84cb\u958b\u6e90\u3001\u5546\u696d\u3001\u591a\u6a21\u614b\u3001\u570b\u7522\u5316\u7b49\u5178\u578b\u5834\u666f\u3002<strong>Milvus\u3001Pinecone\u3001\u9a30\u8a0a\u96f2VectorDB\u7b49\u7522\u54c1\u5c0dAI\u6aa2\u7d22\u3001\u77e5\u8b58\u554f\u7b54\u3001\u8cc7\u6599\u667a\u6167\u5347\u7d1a\u7b49\u9700\u6c42\u63d0\u4f9b\u4e86\u5be6\u7528\u4e14\u9ad8\u6548\u80fd\u7684\u9078\u64c7\u3002<\/strong> \u6587\u7ae0\u4e5f\u6bd4\u8f03\u5206\u6790\u5404\u8cc7\u6599\u5eab\u90e8\u7f72\u6a21\u5f0f\u3001\u6280\u8853\u7279\u6027\u8207\u61c9\u7528\u5834\u666f\uff0c\u5354\u52a9\u4f01\u696d\u3001\u7814\u767c\u5718\u968a\u7cbe\u6e96\u9078\u578b\uff0c\u6253\u9020\u8207\u81ea\u8eab\u696d\u52d9\u5834\u666f\u9ad8\u5ea6\u76f8\u7b26\u7684\u667a\u6167\u8cc7\u6599\u5e95\u5ea7\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/aicats.wiki\/wp-content\/uploads\/2025\/11\/my_prefix_1763902210.jpg\" alt=\"2025\u5e74\u5411\u91cf\u8cc7\u6599\u5eab\u5341\u5927\u63a8\u85a6\uff1a\u9ad8\u6548\u7ba1\u7406\u5927\u91cf\u975e\u7d50\u69cb\u5316\u8cc7\u6599\u7684\u5fc5\u5099\u5de5\u5177\u6e05\u55ae\" class=\"wp-image-51824\"\/><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\">\u5411\u91cf\u8cc7\u6599\u5eab\u6280\u8853\u8108\u7d61\u8207\u5e02\u5834\u80cc\u666f<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u96a8\u8457AI\u80fd\u529b\u7684\u6975\u5927\u63d0\u5347\uff0c<strong>\u975e\u7d50\u69cb\u5316\u6578\u64da<\/strong>\uff08\u5982\u6587\u5b57\u3001\u5716\u50cf\u3001\u97f3\u8a0a\u7b49\uff09\u5728\u4f01\u696d\u4e2d\u7684\u4f54\u6bd4\u4e0d\u65b7\u589e\u52a0\uff0c\u50b3\u7d71\u7684\u95dc\u4fc2\u578b\u8cc7\u6599\u5eab\u5df2\u96e3\u4ee5\u52dd\u4efb\u8a9e\u610f\u6aa2\u7d22\u548c\u8907\u96dc\u7684\u8cc7\u6599\u5206\u6790\u9700\u6c42\u3002<strong>\u5411\u91cf\u8cc7\u6599\u5eab<\/strong>\u5c08\u70ba\u9ad8\u7dad\u5411\u91cf\u8cc7\u6599\u8a2d\u8a08\uff0c\u81f4\u529b\u65bc\u300c\u8a9e\u610f\u76f8\u4f3c\u6027\u641c\u5c0b\u300d\uff0d\u5373\u7528AI\u6a21\u578b\u5c07\u6587\u5b57\/\u5167\u5bb9\u8f49\u63db\u70ba\u5411\u91cf\u5f8c\uff0c\u9032\u884c\u5feb\u901f\u8fd1\u4f3c\u9130\u5c45\u6aa2\u7d22\u3002\u5f9e\u81ea\u7136\u8a9e\u8a00\u8655\u7406\u3001\u641c\u5c0b\u63a8\u85a6\uff0c\u5230RAG\uff08\u6aa2\u7d22\u589e\u5f37\u751f\u6210\uff09\u7b49\u9818\u57df\uff0c\u5411\u91cf\u8cc7\u6599\u5eab\u52a9\u529b\u4f01\u696d\u9ad8\u6548\u8655\u7406\u591a\u6a21\u614b\u5927\u6578\u64da\uff0c\u5927\u5e45\u63d0\u5347\u667a\u6167\u6aa2\u7d22\u8207\u5206\u6790\u80fd\u529b\u3002<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">\u4e00\u89bd\u8868\uff1a2025\u5e74\u5341\u5927\u5411\u91cf\u8cc7\u6599\u5eab\u4e3b\u8981\u7279\u6027<\/h2>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><tbody><tr><th>\u5e8f\u865f<\/th><th>\u8cc7\u6599\u5eab\/\u670d\u52d9\u540d<\/th><th>\u958b\u6e90\/\u5546\u696d<\/th><th>\u90e8\u7f72\u6a21\u5f0f<\/th><th>\u8cc7\u6599\u898f\u6a21\u5178\u578b<\/th><th>\u591a\u6a21\u614b\u652f\u6301<\/th><th>\u9069\u5408\u5834\u666f<\/th><\/tr><tr><td>1<\/td><td>Milvus<\/td><td>\u958b\u6e90\/\u5546\u696d<\/td><td>\u672c\u5730\/\u96f2\u7aef\/\u6df7\u5408<\/td><td>\u5341\u5104\u7d1a<\/td><td>\u6709<\/td><td>\u4f01\u696dAI\u6aa2\u7d22\uff0c\u5927\u6a21\u578bRAG<\/td><\/tr><tr><td>2<\/td><td>Pinecone<\/td><td>\u5546\u696d\uff08\u96f2\u7aef\uff09<\/td><td>\u96f2\u7aef\u539f\u751f<\/td><td>\u5341\u5104\u7d1a<\/td><td>\u6709<\/td><td>\u8a17\u7ba1\u65b9\u6848\uff0cSaaS\u61c9\u7528<\/td><\/tr><tr><td>3<\/td><td>\u9a30\u8a0a\u96f2\u7aefVectorDB<\/td><td>\u5546\u696d<\/td><td>\u96f2\u7aef\/\u672c\u5730<\/td><td>\u5343\u5104\u7d1a<\/td><td>\u6709<\/td><td>\u570b\u7522\u5408\u898f\uff0c\u653f\u4f01RAG<\/td><\/tr><tr><td>4<\/td><td>Qdrant<\/td><td>\u958b\u6e90\/\u5546\u696d<\/td><td>\u672c\u5730\/\u96f2\u7aef<\/td><td>\u5341\u5104\u7d1a<\/td><td>\u6709<\/td><td>\u667a\u80fd\u63a8\u85a6\uff0c\u9ad8\u4e26\u767c<\/td><\/tr><tr><td>5<\/td><td>Weaviate<\/td><td>\u958b\u6e90\/\u5546\u696d<\/td><td>\u672c\u5730\/\u96f2\u7aef<\/td><td>\u5341\u5104\u7d1a<\/td><td>\u5f3a<\/td><td>\u591a\u6a21\u614b\u77e5\u8b58\u5eab\uff0c\u667a\u6167\u52a9\u624b<\/td><\/tr><tr><td>6<\/td><td>Chroma<\/td><td>\u958b\u6e90<\/td><td>\u672c\u5730<\/td><td>\u767e\u842c\u7d1a<\/td><td>\u65e0<\/td><td>\u539f\u578b\u958b\u767c\uff0c\u5b78\u7814\u5be6\u8e10<\/td><\/tr><tr><td>7<\/td><td>Faiss<\/td><td>\u958b\u6e90\uff08\u5eab\uff09<\/td><td>\u672c\u5730<\/td><td>\u5341\u5104\u7d1a<\/td><td>\u65e0<\/td><td>\u6f14\u7b97\u6cd5\u7814\u7a76\uff0c\u5e95\u5c64\u5f15\u64ce<\/td><\/tr><tr><td>8<\/td><td>LanceDB<\/td><td>\u958b\u6e90\/\u5546\u696d<\/td><td>\u672c\u5730\/\u96f2\u7aef<\/td><td>\u5341\u5104\u7d1a<\/td><td>\u6709<\/td><td>\u8cc7\u6599\u6e56\uff0c\u5927\u6578\u64da\u6cbb\u7406<\/td><\/tr><tr><td>9<\/td><td>MongoDB Atlas Search<\/td><td>\u5546\u696d<\/td><td>\u4e91<\/td><td>\u5104\u7d1a<\/td><td>\u6709<\/td><td>\u6587\u6a94\u5eab\u5347\u7d1aAI\u641c\u5c0b<\/td><\/tr><tr><td>10<\/td><td>PostgreSQL (pgvector)<\/td><td>\u958b\u6e90<\/td><td>\u672c\u5730\/\u96f2\u7aef<\/td><td>\u767e\u842c\u7d1a<\/td><td>\u65e0<\/td><td>SQL\u6f38\u9032AI\u5347\u7d1a<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">2025\u5341\u5927\u5411\u91cf\u8cc7\u6599\u5eab\u6df1\u5ea6\u89e3\u6790<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">Milvus<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Milvus<\/strong> \u662f\u5168\u7403\u61c9\u7528\u6700\u5ee3\u6cdb\u7684\u958b\u6e90\u5411\u91cf\u8cc7\u6599\u5eab\uff0c\u5177\u5099<strong>\u5206\u6563\u5f0f\u3001\u9ad8\u5bb9\u932f\u3001\u8d85\u5927\u898f\u6a21<\/strong>\u7b49\u6280\u8853\u512a\u52e2\u3002\u539f\u751f\u652f\u63f4HNSW\u3001IVF-PQ\u7b49\u7d22\u5f15\uff0c\u4e14\u5c0dGPU\u6709\u5f37\u529b\u512a\u5316\uff0c\u88ab\u8996\u70ba\u4f01\u696d\u7d1aAI\u6aa2\u7d22\u3001\u5927\u5206\u5b50\u641c\u5c0b\u7b49\u5834\u666f\u7684\u300c\u6a19\u914d\u300d\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img fetchpriority=\"high\" decoding=\"async\" width=\"1920\" height=\"1021\" src=\"https:\/\/aicats.wiki\/wp-content\/uploads\/2025\/11\/image-546.png\" alt=\"Milvus\u5b98\u7db2\u622a\u5716\" class=\"wp-image-76201\"\/><figcaption class=\"wp-element-caption\">\u5716\uff0f<a href=\"https:\/\/milvus.io\/\" title=\"\" target=\"_blank\"  rel=\"nofollow noopener\"  class=\"external\" >Milvus\u5b98\u7db2\u622a\u5716<\/a><\/figcaption><\/figure>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><tbody><tr><th>\u4e3b\u8981\u8a9e\u8a00<\/th><th>\u90e8\u7f72<\/th><th>\u6700\u5927\u5411\u91cf<\/th><th>\u6548\u80fd<\/th><th>\u61c9\u7528<\/th><\/tr><tr><td>C++\u3001Go<\/td><td>\u96f2\u7aef\u3001\u672c\u5730\u3001K8s\u3001\u6df7\u5408<\/td><td>\u5341\u5104\u7d1a<\/td><td>\u5206\u6563\u5f0f\u5132\u5b58\u3001GPU\u652f\u6301<\/td><td>\u667a\u6167\u6aa2\u7d22\u3001\u751f\u7269\u641c\u5c0b<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\">Pinecone<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Pinecone<\/strong> \u662f\u5317\u7f8e\u6700\u77e5\u540d\u96f2\u7aef\u539f\u751f\u5411\u91cf\u8cc7\u6599\u5eab\uff0c<strong>\u5168\u8a17\u7ba1Serverless\u3001API\u9a45\u52d5\u3001\u5f48\u6027\u64f4\u5145<\/strong>\u3002\u64c1\u6709\u81ea\u52d5\u5206\u5340\uff0c\u5feb\u901f\u5f48\u6027\uff0c\u5c0dSaaS\u3001RAG\u3001AI\u554f\u7b54\u7b49\u5834\u666f\u6975\u70ba\u53cb\u5584\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/aicats.wiki\/wp-content\/uploads\/2025\/11\/my_prefix_1763902211.jpg\" alt=\"Pinecone\u5b98\u7db2\u622a\u5716\" class=\"wp-image-51824\"\/><figcaption class=\"wp-element-caption\">\u5716\uff0f<a title=\"\" href=\"https:\/\/www.pinecone.io\/\" target=\"_blank\"  rel=\"nofollow noopener\"  class=\"external\" >Pinecone\u5b98\u7db2\u622a\u5716<\/a><\/figcaption><\/figure>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><tbody><tr><th>\u670d\u52d9\u6a21\u5f0f<\/th><th>\u5ef6\u9072<\/th><th>\u8a08\u8cbb<\/th><th>\u5b89\u5168<\/th><th>\u9069\u914d\u4eba\u7fa4<\/th><\/tr><tr><td>\u5168\u8a17\u7ba1<\/td><td>&lt;100ms<\/td><td>\u6309API\u7528\u91cf<\/td><td>\u8cc7\u6599\u52a0\u5bc6\u5408\u898f<\/td><td>SaaS\u3001\u4e2d\u5c0fAI\u4f01\u696d<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\">\u9a30\u8a0a\u96f2\u7aefVectorDB<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u9a30\u8a0a\u96f2\u7aefVectorDB<\/strong> \u662f\u4e2d\u570b\u539f\u751f\u6700\u5927\u578b\u3001\u6700\u5408\u898f\u7684\u5411\u91cf\u8cc7\u6599\u5eab\uff0c\u8cc7\u6599\u5eab\u55ae\u4e00\u7d22\u5f15\u53ef\u9054<strong>\u5343\u5104\u7d1a\u5411\u91cf<\/strong>\u3002\u7279\u5225\u9069\u5408\u653f\u4f01\u3001\u91d1\u878d\u8207\u570b\u7522\u5316\u8edf\u786c\u9ad4\u5408\u898f\u9700\u6c42\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" width=\"1920\" height=\"1020\" src=\"https:\/\/aicats.wiki\/wp-content\/uploads\/2025\/11\/image-546.jpg\" alt=\"\u9a30\u8a0a\u96f2\u7aefVectorDB\u5b98\u7db2\u622a\u5716\" class=\"wp-image-76196\"\/><figcaption class=\"wp-element-caption\">\u5716\uff0f<a href=\"https:\/\/cloud.tencent.com\/product\/vdb\" title=\"\" target=\"_blank\"  rel=\"nofollow noopener\"  class=\"external\" >\u9a30\u8a0a\u96f2\u7aefVectorDB\u5b98\u7db2\u622a\u5716<\/a><\/figcaption><\/figure>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><tbody><tr><th>\u90e8\u7f72\u5834\u666f<\/th><th>\u5bb9\u91cf<\/th><th>RAG\u652f\u63f4<\/th><th>\u696d\u754c\u5ba2\u88fd<\/th><th>\u751f\u614b\u76f8\u5bb9<\/th><\/tr><tr><td>\u96f2\u7aef\u3001\u672c\u5730\u3001\u6df7\u5408<\/td><td>\u5343\u5104\u5411\u91cf<\/td><td>\u539f\u751f\u652f\u63f4<\/td><td>\u91d1\u878d\u3001\u653f\u52d9<\/td><td>\u96f2\u7aef\u539f\u751f<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\">Qdrant<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Qdrant<\/strong> \u63a1\u7528Rust\u958b\u767c\uff0c\u9069\u5408\u9ad8\u4e26\u767c\u667a\u6167\u63a8\u85a6\u3001\u96fb\u5546\u5ee3\u544a\u7b49\u5834\u666f\uff0c\u4e26\u652f\u63f4\u6df7\u5408\u67e5\u8a62\u8207\u5730\u7406\u904e\u6ffe\u3002\u5206\u6563\u5f0f\u3001\u6548\u80fd\u9818\u5148\uff0c\u9069\u5408\u6975\u81f4\u58d3\u69a8\u5834\u666f\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/aicats.wiki\/wp-content\/uploads\/2025\/11\/my_prefix_1763902212.jpg\" alt=\"Qdrant\u5b98\u7db2\u622a\u5716\" class=\"wp-image-51824\"\/><figcaption class=\"wp-element-caption\">\u5716\uff0f<a title=\"\" href=\"https:\/\/qdrant.tech\/\" target=\"_blank\"  rel=\"nofollow noopener\"  class=\"external\" >Qdrant\u5b98\u7db2\u622a\u5716<\/a><\/figcaption><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\">Weaviate<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Weaviate<\/strong> \u6574\u5408\u4e86\u5411\u91cf\u8cc7\u6599\u5eab\u8207\u77e5\u8b58\u5716\u8b5c\uff0c\u539f\u751f\u652f\u63f4\u591a\u6a21\u614b\u5411\u91cf\uff08\u6587\u5b57\u3001\u5716\u7247\u3001\u97f3\u8a0a\u3001\u5f71\u7247\uff09\uff0cAPI\u53ef\u9078RESTful\u6216GraphQL\uff0c\u7372\u4e3b\u6d41\u516c\u6709\u96f2\u9752\u775e\uff0c\u662f\u591a\u6a21\u614b\u77e5\u8b58\u5eab\u65b0\u5bf5\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/aicats.wiki\/wp-content\/uploads\/2025\/11\/my_prefix_1763902213.jpg\" alt=\"Weaviate\u5b98\u7db2\u622a\u5716\" class=\"wp-image-51824\"\/><figcaption class=\"wp-element-caption\">\u5716\uff0f<a title=\"\" href=\"https:\/\/weaviate.io\/\" target=\"_blank\"  rel=\"nofollow noopener\"  class=\"external\" >Weaviate\u5b98\u7db2\u622a\u5716<\/a><\/figcaption><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\">Chroma<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Chroma<\/strong> \u662f\u8f15\u91cf\u7d1a\u5d4c\u5165\u5f0f\u5411\u91cf\u8cc7\u6599\u5eab\uff0cPython\u70ba\u4e3b\uff0c\u5feb\u901f\u642d\u539f\u578b\u548c\u5c0f\u898f\u6a21RAG\u5be6\u9a57\uff0c\u4e0a\u624b\u5feb\uff0c\u9069\u5408\u5b78\u7814\u958b\u767c\u8005\u5617\u8a66\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/aicats.wiki\/wp-content\/uploads\/2025\/11\/my_prefix_1763902213-1.jpg\" alt=\"Chroma\u5b98\u7db2\u622a\u5716\" class=\"wp-image-51824\"\/><figcaption class=\"wp-element-caption\">\u5716\uff0f<a title=\"\" href=\"https:\/\/docs.trychroma.com\/\" target=\"_blank\"  rel=\"nofollow noopener\"  class=\"external\" >Chroma\u5b98\u7db2\u622a\u5716<\/a><\/figcaption><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\">Faiss<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Faiss<\/strong> \u662fMeta\u958b\u6e90\u7684\u9ad8\u6548\u80fd\u5411\u91cf\u76f8\u4f3c\u51fd\u5f0f\u5eab\uff0c\u5e38\u7528\u65bcMilvus\u3001Chroma\u7b49\u7522\u696d\u5e95\u5c64\uff0c\u662f\u5b78\u8853\u7814\u7a76\u548c\u5de5\u7a0b\u754c\u7684\u6a19\u914d\u5f15\u64ce\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" width=\"1918\" height=\"1023\" src=\"https:\/\/aicats.wiki\/wp-content\/uploads\/2025\/11\/image-547.png\" alt=\"Image\" class=\"wp-image-76204\"\/><figcaption class=\"wp-element-caption\">\u5716\uff0f<a href=\"https:\/\/ai.meta.com\/tools\/faiss\/\" title=\"\" target=\"_blank\"  rel=\"nofollow noopener\"  class=\"external\" >Faiss\u5b98\u7db2\u622a\u5716<\/a><\/figcaption><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\">LanceDB<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>LanceDB<\/strong> \u6ce8\u91cdAI\u5927\u8cc7\u6599\u6e56\uff0c\u652f\u63f4Spark\u3001Pandas\u7b49\u751f\u614b\u6574\u5408\uff0c\u65b9\u4fbf\u8cc7\u6599\u6d41\u5f0f\u6cbb\u7406\u8207\u6578\u5009+\u5411\u91cf\u6aa2\u7d22\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"1920\" height=\"1011\" src=\"https:\/\/aicats.wiki\/wp-content\/uploads\/2025\/11\/image-548.jpg\" alt=\"LanceDB\u5b98\u7db2\u9996\u9801\u622a\u5716\" class=\"wp-image-76209\"\/><figcaption class=\"wp-element-caption\">\u5716\uff0f<a href=\"https:\/\/lancedb.com\/\" title=\"\" target=\"_blank\"  rel=\"nofollow noopener\"  class=\"external\" >LanceDB\u5b98\u7db2\u9996\u9801\u622a\u5716<\/a><\/figcaption><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\">MongoDB Atlas Search<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>MongoDB Atlas Search<\/strong> \u5728\u50b3\u7d71\u6587\u6a94\u8cc7\u6599\u5eab\u57fa\u790e\u4e0a\u5f15\u5165\u5411\u91cf\u7d22\u5f15\uff0c\u4f01\u696d\u73fe\u6709\u8cc7\u6599\u7121\u7e2b\u5347\u7d1aAI\u6aa2\u7d22\uff0c\u4fbf\u6377\u53c8\u6709\u6548\u7387\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"1909\" height=\"1025\" src=\"https:\/\/aicats.wiki\/wp-content\/uploads\/2025\/11\/image-548.png\" alt=\"MongoDB Atlas Search\u5b98\u7db2\u9996\u9801\u622a\u5716\" class=\"wp-image-76214\"\/><figcaption class=\"wp-element-caption\">\u5716\uff0f<a href=\"https:\/\/www.mongodb.com\/lp\/products\/platform\/atlas-vector-search-artificial-intelligence?utm_source=bing&amp;utm_campaign=search_bs_pl_evergreen_vector-search_product_prosp-brand_gic-null_ww-multi_ps-all_desktop_eng_lead&amp;utm_term=MongoDB%20Atlas%20Vector%20Search&amp;utm_medium=cpc_paid_search&amp;utm_ad=p&amp;utm_ad_campaign_id=663546033&amp;adgroup=1327113215058509&amp;cq_cmp=663546033&amp;msclkid=31e7ad2d3cb218dc88d1c4078d32084b\" title=\"\" target=\"_blank\"  rel=\"nofollow noopener\"  class=\"external\" >MongoDB Atlas Search\u5b98\u7db2\u9996\u9801\u622a\u5716<\/a><\/figcaption><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\">PostgreSQL (pgvector)<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>PostgreSQL<\/strong> \u4f7f\u7528pgvector\u5916\u639b\u5f8c\uff0c\u539f\u751fSQL\u5373\u53ef\u652f\u63f4\u9ad8\u7dad\u5ea6\u5411\u91cf\u8fd1\u9130\u6aa2\u7d22\uff0c\u76f8\u5bb9\u820a\u696d\u52d9\uff0c\u90e8\u7f72\u9580\u6abb\u4f4e\uff0c\u591a\u7522\u696d\u9996\u9078\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"1926\" height=\"1018\" src=\"https:\/\/aicats.wiki\/wp-content\/uploads\/2025\/11\/image-549.png\" alt=\"PostgreSQL (pgvector)\u5b98\u7db2\u622a\u5716\" class=\"wp-image-76217\"\/><figcaption class=\"wp-element-caption\">\u5716\uff0f<a href=\"https:\/\/www.postgresql.org\/about\/news\/pgvector-050-released-2700\/\" title=\"\" target=\"_blank\"  rel=\"nofollow noopener\"  class=\"external\" >PostgreSQL (pgvector)\u5b98\u7db2\u622a\u5716<\/a><\/figcaption><\/figure>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">\u9078\u578b\u6a6b\u5411\u5c0d\u6bd4\u8207\u61c9\u7528\u5efa\u8b70<\/h2>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><tbody><tr><th>\u9700\u6c42\u5834\u666f<\/th><th>\u512a\u9078\u8cc7\u6599\u5eab<\/th><\/tr><tr><td>\u8d85\u5927\u898f\u6a21\u591a\u6a21\u614b\u77e5\u8b58\u5eab<\/td><td>Milvus\u3001\u9a30\u8a0a\u96f2VectorDB\u3001Weaviate<\/td><\/tr><tr><td>\u8f15\u91cf\u958b\u767c\u3001\u5be6\u9a57RAG<\/td><td>Chroma\u3001Faiss<\/td><\/tr><tr><td>\u96f2\u7aef\u539f\u751f\u8a17\u7ba1<\/td><td>Pinecone\u3001Weaviate<\/td><\/tr><tr><td>\u570b\u7522\u5316\u5408\u898f<\/td><td>\u9a30\u8a0a\u96f2\u7aefVectorDB<\/td><\/tr><tr><td>SQL\u7cfb\u7d71\u6f38\u9032\u5347\u7d1a<\/td><td>PostgreSQL (pgvector)\u3001MongoDB Atlas<\/td><\/tr><tr><td>\u8cc7\u6599\u6e56\/\u6d41\u8cc7\u6599\u6574\u5408<\/td><td>LanceDB<\/td><\/tr><tr><td>\u9ad8\u4e26\u767c\u63a8\u85a6<\/td><td>Qdrant<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">\u696d\u5167\u8da8\u52e2\u8207\u6280\u8853\u9078\u578b\u6d1e\u5bdf<\/h2>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u591a\u6a21\u614b\u8cc7\u6599\u7d71\u4e00\u6aa2\u7d22\u6210\u4e3b\u6d41<\/strong>\uff0c\u5982Weaviate\u3001Milvus\u7b49\u7522\u54c1\u63a8\u52d5\u6587\u5b57\/\u5716\u7247\/\u97f3\u8a0a\u7b49\u4e00\u9ad4\u5316\u7ba1\u7406\u3002<\/li>\n\n\n\n<li><strong>\u5f48\u6027\u5206\u6563\u5f0f\u80fd\u529b\u6210\u70ba\u525b\u9700<\/strong>\uff0c\u8cc7\u6599\u96c6\u5bb9\u91cf\u5343\u842c\/\u5104\u7d1a\u6210\u5e38\u614b\uff0cMilvus\u3001\u9a30\u8a0a\u96f2VectorDB\u3001Pinecone\u5728\u64f4\u5c55\u6027\u512a\u52e2\u660e\u986f\u3002<\/li>\n\n\n\n<li><strong>\u570b\u7522\u5316\u8207\u5408\u898f\u9700\u6c42\u63d0\u5347<\/strong>\uff0c\u9a30\u8a0a\u96f2VectorDB\u6210\u70ba\u696d\u754c\u667a\u6167\u653f\u52d9\u3001\u5408\u898f\u9996\u9078\u3002<\/li>\n\n\n\n<li><strong>\u958b\u6e90\u751f\u614b\u8207\u96f2\u7aef\u8a17\u7ba1\u4e26\u884c\u767c\u5c55<\/strong>\uff0cChroma\u3001Qdrant\u9069\u5408\u958b\u767c\u8005\u3001\u5be6\u9a57\u578b\u5718\u968a\uff0c\u4f01\u696d\u53ef\u76f4\u63a5\u4e0a\u96f2Pinecone\u7b49\u3002<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u5c08\u5bb6\u9ede\u8a55\uff1a<\/strong> \u5411\u91cf\u8cc7\u6599\u5eab\u5df2\u662fAI\u4e0b\u653e\u7684\u57fa\u790e\u8a2d\u65bd\uff0c\u4e0d\u540c\u985e\u578b\u7522\u54c1\u9762\u5411\u5927\u898f\u6a21\u667a\u6167\u6aa2\u7d22\u3001\u591a\u6a21\u614b\u5834\u666f\u8207\u5408\u898f\u5347\u7d1a\u5404\u5177\u512a\u52e2\u3002<strong>\u9078\u578b\u6642\u4f01\u696d\u9700\u7d9c\u5408\u696d\u52d9\u91cf\u9ad4\u3001\u5834\u666f\u3001\u6280\u8853&amp;\u9810\u7b97\u7b49\u56e0\u7d20\u3002<\/strong> \u4eca\u5e74\u699c\u55ae\u6709\u52a9\u65bc\u5404\u7522\u696d\u52a0\u901f\u8cc7\u6599\u667a\u6167\u9032\u5316\uff0c\u638c\u63e1\u5411\u91cf\u8cc7\u6599\u5eab\u5efa\u7acb\u80fd\u529b\u5df2\u6210\u4f01\u696dIT\u5718\u968a\u7684\u5fc5\u4fee\u8ab2\uff01<\/p>","protected":false},"excerpt":{"rendered":"<p>2025\u5e74\uff0c\u5411\u91cf\u6570\u636e\u5e93\u6210\u4e3aAI\u4e0e\u5927\u6a21\u578b\u65f6\u4ee3\u4e0b\uff0c\u9ad8\u6548\u7ba1\u7406\u6d77\u91cf\u975e\u7ed3\u6784\u5316\u6570\u636e\u7684\u5173\u952e\u57fa\u7840\u8bbe\u65bd\u3002 \u672c\u6587\u68b3\u7406\u4e86\u884c\u4e1a\u5185\u6700\u5177\u4ee3 [&hellip;]<\/p>\n","protected":false},"author":3,"featured_media":0,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_crsspst_to_aicatswiki":true,"_monsterinsights_skip_tracking":false,"_monsterinsights_sitenote_active":false,"_monsterinsights_sitenote_note":"","_monsterinsights_sitenote_category":0,"footnotes":""},"categories":[305],"tags":[247,2039,1747],"content_visibility":[262],"class_list":["post-73059","post","type-post","status-publish","format-standard","hentry","category-ai-tools-platforms","tag-ai","tag-aii"],"aioseo_notices":[],"aioseo_head":"\n\t\t<!-- All in One SEO 4.9.8 - aioseo.com -->\n\t<meta name=\"description\" content=\"2025\u5e74\uff0c\u5411\u91cf\u6570\u636e\u5e93\u6210\u4e3aAI\u4e0e\u5927\u6a21\u578b\u65f6\u4ee3\u4e0b\uff0c\u9ad8\u6548\u7ba1\u7406\u6d77\u91cf\u975e\u7ed3\u6784\u5316\u6570\u636e\u7684\u5173\u952e\u57fa\u7840\u8bbe\u65bd\u3002 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