{"id":4240,"date":"2025-12-16T17:26:10","date_gmt":"2025-12-16T09:26:10","guid":{"rendered":"https:\/\/aws-oncloudai.com\/?p=4240"},"modified":"2025-12-17T09:43:10","modified_gmt":"2025-12-17T01:43:10","slug":"full-analysis-of-aws-vector-database","status":"publish","type":"post","link":"https:\/\/aws-oncloudai.com\/zh_hk\/full-analysis-of-aws-vector-database\/","title":{"rendered":"AWS Vector Database \u5168\u89e3\u6790"},"content":{"rendered":"<p data-start=\"180\" data-end=\"321\">\u96a8\u8457\u5927\u6a21\u578b\uff08LLM\uff09\u3001\u751f\u6210\u5f0fAI \u8207\u6aa2\u7d22\u589e\u5f37\u751f\u6210\uff08RAG\uff09\u7684\u5feb\u901f\u843d\u5730\uff0c<strong data-start=\"216\" data-end=\"320\">\u5411\u91cf\u8cc7\u6599\u5eab\uff08Vector Database\uff09\u6b63\u6210\u70baAI \u61c9\u7528\u67b6\u69cb\u4e2d\u7684\u6838\u5fc3\u5143\u4ef6\u3002\u7121\u8ad6\u662f\u667a\u6167\u554f\u7b54\u3001\u8a9e\u610f\u641c\u7d22\uff0c\u6216\u662fAI Agent 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data-end=\"419\">\u4e0d\u540c\u65b9\u6848\u7684\u512a\u52e2\u8207\u9650\u5236<\/p>\n<\/li>\n<li data-start=\"420\" data-end=\"436\">\n<p data-start=\"422\" data-end=\"436\">\u5982\u4f55\u6839\u64da\u696d\u52d9\u5834\u666f\u9032\u884c\u9078\u578b<\/p>\n<\/li>\n<\/ul>\n<p data-start=\"438\" data-end=\"478\">\u5e6b\u52a9\u5718\u968a\u5728 <strong data-start=\"444\" data-end=\"467\">AWS Vector Database<\/strong> \u76f8\u95dc\u6c7a\u7b56\u4e2d\u5c11\u8d70\u5f4e\u8def\u3002<\/p>\n<h4 data-start=\"485\" data-end=\"513\"><\/h4>\n<h4 data-start=\"485\" data-end=\"513\">\u4ec0\u9ebc\u662f\u5411\u91cf\u8cc7\u6599\u5eab\uff1f\u70ba\u4ec0\u9ebcAI \u61c9\u7528\u96e2\u4e0d\u958b\u5b83\uff1f<\/h4>\n<p data-start=\"515\" data-end=\"563\">\u5411\u91cf\u8cc7\u6599\u5eab\u7684\u6838\u5fc3\u4f5c\u7528\uff0c\u662f<strong data-start=\"527\" data-end=\"562\">\u5132\u5b58\u3001\u7d22\u5f15\u548c\u6aa2\u7d22\u5411\u91cf\u5d4c\u5165\uff08Vector Embeddings\uff09<\/strong>\u3002<\/p>\n<p data-start=\"565\" 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data-end=\"946\">\n<p data-start=\"942\" data-end=\"946\">\u667a\u6167\u5ba2\u670d<\/p>\n<\/li>\n<li data-start=\"947\" data-end=\"956\">\n<p data-start=\"949\" data-end=\"956\">\u4f01\u696d\u77e5\u8b58\u5eab\u554f\u7b54<\/p>\n<\/li>\n<li data-start=\"957\" data-end=\"967\">\n<p data-start=\"959\" data-end=\"967\">\u6280\u8853\u6587\u4ef6\u52a9\u7406<\/p>\n<\/li>\n<\/ul>\n<h5 data-start=\"969\" data-end=\"984\">2.\u804a\u5929\u6a5f\u5668\u4eba\u8a18\u61b6<\/h5>\n<p data-start=\"985\" data-end=\"1008\">\u5c07\u6b77\u53f2\u5c0d\u8a71\u6216LLM \u8f38\u51fa\u8f49\u70ba\u5411\u91cf\u5b58\u5132\uff0c\u5be6\u73fe\uff1a<\/p>\n<ul data-start=\"1009\" data-end=\"1040\">\n<li data-start=\"1009\" data-end=\"1017\">\n<p data-start=\"1011\" data-end=\"1017\">\u9577\u671f\u8a18\u61b6<\/p>\n<\/li>\n<li data-start=\"1018\" data-end=\"1028\">\n<p data-start=\"1020\" data-end=\"1028\">\u76f8\u4f3c\u554f\u984c\u8907\u7528<\/p>\n<\/li>\n<li data-start=\"1029\" data-end=\"1040\">\n<p data-start=\"1031\" data-end=\"1040\">\u5c0d\u8a71\u9023\u7e8c\u6027\u589e\u5f37<\/p>\n<\/li>\n<\/ul>\n<h5 data-start=\"1042\" data-end=\"1054\">3.\u8a9e\u7fa9\u641c\u5c0b<\/h5>\n<p data-start=\"1055\" data-end=\"1082\">\u4e0d\u540c\u65bc\u95dc\u9375\u5b57\u641c\u7d22\uff0c\u5411\u91cf\u641c\u7d22\u57fa\u65bc\u201c\u542b\u7fa9\u201d\u5339\u914d\uff0c\u5ee3\u6cdb\u7528\u65bc\uff1a<\/p>\n<ul data-start=\"1083\" data-end=\"1105\">\n<li data-start=\"1083\" data-end=\"1089\">\n<p data-start=\"1085\" data-end=\"1089\">\u5546\u54c1\u641c\u5c0b<\/p>\n<\/li>\n<li data-start=\"1090\" data-end=\"1096\">\n<p data-start=\"1092\" data-end=\"1096\">\u5167\u5bb9\u63a8\u85a6<\/p>\n<\/li>\n<li data-start=\"1097\" data-end=\"1105\">\n<p data-start=\"1099\" data-end=\"1105\">\u6587\u4ef6\u6aa2\u7d22<\/p>\n<\/li>\n<\/ul>\n<h5 data-start=\"1107\" data-end=\"1123\">4.AI Agent<\/h5>\n<p data-start=\"1124\" data-end=\"1166\">AI Agent \u53ef\u900f\u904e\u5411\u91cf\u8cc7\u6599\u5eab\u5feb\u901f\u6aa2\u7d22\u4f01\u696d\u5167\u90e8\u6578\u64da\uff0c\u7528\u65bc\u5206\u6790\u3001\u6c7a\u7b56\u8207\u81ea\u52d5\u5316\u57f7\u884c\u3002<\/p>\n<h5 data-start=\"1168\" data-end=\"1183\">5.\u5f71\u50cf\u8207\u5f71\u7247\u641c\u5c0b<\/h5>\n<p data-start=\"1184\" data-end=\"1214\">\u900f\u904e\u5f71\u50cf\u6216\u5f71\u7247\u5d4c\u5165\uff0c\u5be6\u73fe\u5167\u5bb9\u8fa8\u8b58\u3001\u76f8\u4f3c\u5716\u7247\u67e5\u627e\u8207\u591a\u6a21\u614b\u641c\u5c0b\u3002<\/p>\n<h2 data-start=\"1221\" data-end=\"1253\"><\/h2>\n<h4 data-start=\"1221\" data-end=\"1253\">AWS \u4e0a\u7684Vector Database \u4e3b\u8981\u9078\u9805<\/h4>\n<p data-start=\"1255\" data-end=\"1284\">\u5f9e\u67b6\u69cb\u89d2\u5ea6\u4f86\u770b\uff0cAWS \u4e0a\u7684\u5411\u91cf\u8cc7\u6599\u5eab\u65b9\u6848\u5927\u81f4\u53ef\u4ee5\u5206\u70ba\u4e09\u985e\uff1a<\/p>\n<h5 data-start=\"1286\" data-end=\"1323\">1.\u7368\u7acb\u5411\u91cf\u8cc7\u6599\u5eab\uff08Standalone Vector DB\uff09<\/h5>\n<p data-start=\"1325\" data-end=\"1363\">\u9019\u985e\u7522\u54c1<strong data-start=\"1329\" data-end=\"1341\">\u5c08\u70ba\u5411\u91cf\u641c\u5c0b\u800c\u751f<\/strong>\uff0c\u5177\u5099\u6210\u719f\u7684ANN \u6f14\u7b97\u6cd5\u8207\u9ad8\u6548\u80fd\u7d22\u5f15\u80fd\u529b\u3002<\/p>\n<h4 data-start=\"1365\" data-end=\"1382\">AWS \u539f\u751f\u8207\u5e38\u898b\u9078\u64c7\uff1a<\/h4>\n<ul data-start=\"1383\" data-end=\"1523\">\n<li data-start=\"1383\" data-end=\"1417\">\n<p data-start=\"1385\" data-end=\"1417\"><strong data-start=\"1385\" data-end=\"1406\">Amazon OpenSearch<\/strong>\uff08\u652f\u63f4\u5411\u91cf\u641c\u5c0b\u8207\u5206\u6790\uff09<\/p>\n<\/li>\n<li data-start=\"1418\" data-end=\"1445\">\n<p data-start=\"1420\" data-end=\"1445\">Pinecone\uff08AWS Marketplace\uff09<\/p>\n<\/li>\n<li data-start=\"1446\" data-end=\"1454\">\n<p data-start=\"1448\" data-end=\"1454\">Qdrant<\/p>\n<\/li>\n<li data-start=\"1455\" data-end=\"1465\">\n<p data-start=\"1457\" data-end=\"1465\">Weaviate<\/p>\n<\/li>\n<li data-start=\"1466\" data-end=\"1489\">\n<p data-start=\"1468\" data-end=\"1489\">Milvus \/ Zilliz Cloud<\/p>\n<\/li>\n<li data-start=\"1490\" data-end=\"1500\">\n<p data-start=\"1492\" data-end=\"1500\">Astra DB<\/p>\n<\/li>\n<li data-start=\"1501\" data-end=\"1523\">\n<p data-start=\"1503\" data-end=\"1523\">Activeloop Deep Lake<\/p>\n<\/li>\n<\/ul>\n<h4 data-start=\"1525\" data-end=\"1533\">\u512a\u52e2\uff1a<\/h4>\n<ul data-start=\"1534\" data-end=\"1575\">\n<li data-start=\"1534\" data-end=\"1549\">\n<p data-start=\"1536\" data-end=\"1549\">\u5c08\u70ba\u5927\u898f\u6a21\u5411\u91cf\u641c\u5c0b\u512a\u5316<\/p>\n<\/li>\n<li data-start=\"1550\" data-end=\"1561\">\n<p data-start=\"1552\" data-end=\"1561\">\u9ad8\u541e\u5410\u3001\u4f4e\u5ef6\u9072<\/p>\n<\/li>\n<li data-start=\"1562\" data-end=\"1575\">\n<p data-start=\"1564\" data-end=\"1575\">\u529f\u80fd\u805a\u7126\uff0c\u6f14\u7b97\u6cd5\u6210\u719f<\/p>\n<\/li>\n<\/ul>\n<h4 data-start=\"1577\" data-end=\"1585\">\u6311\u6230\uff1a<\/h4>\n<ul data-start=\"1586\" data-end=\"1713\">\n<li data-start=\"1586\" data-end=\"1618\">\n<p data-start=\"1588\" data-end=\"1618\"><strong data-start=\"1588\" data-end=\"1598\">\u67b6\u69cb\u8907\u96dc\u5ea6\u9ad8<\/strong>\uff1a\u9700\u8207\u95dc\u806f\u5f0f\u8cc7\u6599\u5eab\u3001\u5206\u6790\u7cfb\u7d71\u540c\u6b65\u6578\u64da<\/p>\n<\/li>\n<li data-start=\"1619\" data-end=\"1651\">\n<p data-start=\"1621\" data-end=\"1651\"><strong data-start=\"1621\" data-end=\"1631\">\u7dad\u904b\u6210\u672c\u589e\u52a0<\/strong>\uff1a\u591a\u7cfb\u7d71\u7ba1\u7406\u3001\u8cc7\u6599\u4e00\u81f4\u6027\u3001\u5099\u4efd\u8207\u9077\u79fb<\/p>\n<\/li>\n<li data-start=\"1652\" data-end=\"1677\">\n<p data-start=\"1654\" data-end=\"1677\"><strong data-start=\"1654\" data-end=\"1663\">\u5b78\u7fd2\u6210\u672c\u9ad8<\/strong>\uff1a\u65b0API\u3001\u65b0\u67e5\u8a62\u65b9\u5f0f<\/p>\n<\/li>\n<li data-start=\"1678\" data-end=\"1713\">\n<p 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