{"id":3373,"date":"2025-06-25T17:42:54","date_gmt":"2025-06-25T09:42:54","guid":{"rendered":"https:\/\/aws-oncloudai.com\/?p=3373"},"modified":"2025-06-25T17:42:54","modified_gmt":"2025-06-25T09:42:54","slug":"aws-vector-database-enterprise-ai-engine","status":"publish","type":"post","link":"https:\/\/aws-oncloudai.com\/zh_hk\/aws-vector-database-enterprise-ai-engine\/","title":{"rendered":"AWS Vector Database\uff1a\u4f01\u696dAI\u5f15\u64ce"},"content":{"rendered":"
\n

\u5728\u4eba\u5de5\u667a\u6167\u6280\u8853\u5feb\u901f\u767c\u5c55\u7684\u4eca\u5929\uff0c\u5411\u91cf\u8cc7\u6599\u5eab\u5df2\u6210\u70ba\u5efa\u7acb\u667a\u6167\u61c9\u7528\u7684\u6838\u5fc3\u57fa\u790e\u8a2d\u65bd\u3002\u8eab\u70baAWS\u7684\u5c08\u696d\u5408\u4f5c\u5925\u4f34\uff0c\u6211\u5011\u6df1\u5165\u4e86\u89e3\u4f01\u696d\u5728AI\u8f49\u578b\u904e\u7a0b\u4e2d\u9762\u81e8\u7684\u6280\u8853\u6311\u6230\uff0c\u800cAWS\u5411\u91cf\u8cc7\u6599\u5eab\u670d\u52d9\u6b63\u662f\u89e3\u6c7a\u9019\u4e9b\u75db\u9ede\u7684\u7406\u60f3\u9078\u64c7\u3002\u96a8\u8457ChatGPT\u3001Claude\u7b49\u5927\u8a9e\u8a00\u6a21\u578b\u7684\u5ee3\u6cdb\u61c9\u7528\uff0c\u4f01\u696d\u5c0d\u65bc\u9ad8\u6548\u80fd\u5132\u5b58\u548c\u6aa2\u7d22\u5411\u91cf\u5d4c\u5165\u7684\u9700\u6c42\u5448\u73fe\u7206\u767c\u5f0f\u6210\u9577\u3002<\/p>\n

 <\/p>\n

\u4ec0\u9ebc\u662f\u5411\u91cf\u8cc7\u6599\u5eab\uff08AWS Vector Database\uff09\uff1f<\/h4>\n

\u5411\u91cf\u8cc7\u6599\u5eab\u662f\u5c08\u9580\u7528\u65bc\u5132\u5b58\u3001\u7d22\u5f15\u548c\u67e5\u8a62\u9ad8\u7dad\u5411\u91cf\u8cc7\u6599\u7684\u8cc7\u6599\u5eab\u7cfb\u7d71\u3002\u8207\u50b3\u7d71\u7684\u95dc\u4fc2\u578b\u8cc7\u6599\u5eab\u4e0d\u540c\uff0c\u5411\u91cf\u8cc7\u6599\u5eab\u80fd\u5920\u6709\u6548\u7387\u5730\u8655\u7406\u7531\u6a5f\u5668\u5b78\u7fd2\u6a21\u578b\u7522\u751f\u7684\u5411\u91cf\u5d4c\u5165\uff0c\u652f\u63f4\u76f8\u4f3c\u6027\u641c\u5c0b\u548c\u8a9e\u610f\u914d\u5c0d\u3002\u9019\u4e9b\u5411\u91cf\u901a\u5e38\u662f\u591a\u7dad\u6578\u7d44\uff0c\u53ef\u80fd\u5305\u542b\u6578\u767e\u751a\u81f3\u6578\u5343\u500b\u7dad\u5ea6\uff0c\u6bcf\u500b\u7dad\u5ea6\u90fd\u4ee3\u8868\u8457\u8cc7\u6599\u7684\u67d0\u500b\u7279\u5fb5\u6216\u5c6c\u6027\u3002<\/p>\n

\u5728\u50b3\u7d71\u8cc7\u6599\u5eab\u4e2d\uff0c\u6211\u5011\u900f\u904e\u7cbe\u78ba\u5339\u914d\u4f86\u5c0b\u627e\u6578\u64da\uff0c\u4f46\u5728\u5411\u91cf\u8cc7\u6599\u5eab\u4e2d\uff0c\u6211\u5011\u66f4\u95dc\u6ce8\u7684\u662f\u300d\u76f8\u4f3c\u6027\u300d\u2014\u2014\u627e\u5230\u8207\u67e5\u8a62\u5411\u91cf\u6700\u76f8\u4f3c\u7684\u4e00\u7d44\u5411\u91cf\u3002\u9019\u7a2e\u80fd\u529b\u4f7f\u5f97\u5411\u91cf\u8cc7\u6599\u5eab\u6210\u70ba\u5efa\u7acb\u63a8\u85a6\u7cfb\u7d71\u3001\u641c\u5c0b\u5f15\u64ce\u3001\u804a\u5929\u6a5f\u5668\u4eba\u3001\u5f71\u50cf\u8fa8\u8b58\u7b49AI\u61c9\u7528\u7684\u95dc\u9375\u6280\u8853\u3002<\/p>\n

 <\/p>\n

AWS\u5411\u91cf\u8cc7\u6599\u5eab\u89e3\u6c7a\u65b9\u6848\u6982\u89bd<\/h4>\n

AWS\u63d0\u4f9b\u4e86\u591a\u7a2e\u5411\u91cf\u8cc7\u6599\u5eab\u670d\u52d9\uff0c\u6eff\u8db3\u4e0d\u540c\u898f\u6a21\u548c\u9700\u6c42\u7684\u4f01\u696d\uff1a<\/p>\n

1.Amazon OpenSearch Service<\/h5>\n

Amazon OpenSearch Service\u5167\u5efa\u4e86\u5f37\u5927\u7684\u5411\u91cf\u641c\u5c0b\u529f\u80fd\uff0c\u652f\u63f4k-NN\uff08k\u8fd1\u9130\uff09\u6f14\u7b97\u6cd5\u548cANN\uff08\u8fd1\u4f3c\u6700\u8fd1\u9130\uff09\u641c\u5c0b\u3002\u5b83\u80fd\u5920\u8655\u7406\u5927\u898f\u6a21\u5411\u91cf\u6578\u64da\uff0c\u63d0\u4f9b\u6beb\u79d2\u7d1a\u7684\u67e5\u8a62\u56de\u61c9\u6642\u9593\uff0c\u662f\u4f01\u696d\u7d1a\u5411\u91cf\u641c\u5c0b\u7684\u9996\u9078\u65b9\u6848\u3002\u8a72\u670d\u52d9\u57fa\u65bc\u9ad8\u5ea6\u512a\u5316\u7684\u6f14\u7b97\u6cd5\u5be6\u73fe\uff0c\u652f\u63f4\u591a\u7a2e\u8ddd\u96e2\u5ea6\u91cf\u65b9\u5f0f\uff0c\u5305\u62ecL2\u3001L1\u3001\u9918\u5f26\u76f8\u4f3c\u5ea6\u548cHamming\u8ddd\u96e2\u3002<\/p>\n

2.Amazon MemoryDB for Redis<\/h5>\n

\u57fa\u65bcRedis\u7684\u8a18\u61b6\u9ad4\u8cc7\u6599\u5eab\u670d\u52d9\uff0c\u900f\u904eRedis Search\u6a21\u7d44\u63d0\u4f9b\u5411\u91cf\u641c\u5c0b\u80fd\u529b\u3002\u5176\u8d85\u4f4e\u5ef6\u9072\u7279\u6027\u4f7f\u5176\u6210\u70ba\u5373\u6642\u63a8\u85a6\u548c\u500b\u4eba\u5316\u61c9\u7528\u7684\u7406\u60f3\u9078\u64c7\u3002 MemoryDB\u7279\u5225\u9069\u5408\u9700\u8981\u6975\u81f4\u6548\u80fd\u7684\u5834\u666f\uff0c\u5982\u5373\u6642\u5ee3\u544a\u7af6\u50f9\u3001\u91d1\u878d\u4ea4\u6613\u98a8\u63a7\u7b49\uff0c\u80fd\u5920\u5728\u5fae\u79d2\u6642\u9593\u5167\u5b8c\u6210\u5411\u91cf\u67e5\u8a62\u3002<\/p>\n

3.Amazon DocumentDB<\/h5>\n

\u96d6\u7136\u4e3b\u8981\u662f\u6587\u4ef6\u8cc7\u6599\u5eab\uff0c\u4f46Amazon DocumentDB\u4e5f\u652f\u63f4\u5411\u91cf\u5132\u5b58\u548c\u641c\u5c0b\u529f\u80fd\uff0c\u7279\u5225\u9069\u5408\u9700\u8981\u540c\u6642\u8655\u7406\u7d50\u69cb\u5316\u548c\u975e\u7d50\u69cb\u5316\u8cc7\u6599\u7684\u61c9\u7528\u5834\u666f\u3002\u5728\u8a31\u591a\u5be6\u969b\u61c9\u7528\u4e2d\uff0c\u6211\u5011\u4e0d\u50c5\u9700\u8981\u5132\u5b58\u5411\u91cf\u6578\u64da\uff0c\u9084\u9700\u8981\u7ba1\u7406\u76f8\u95dc\u7684\u5143\u6578\u64da\uff0cDocumentDB\u7684\u6df7\u5408\u5132\u5b58\u80fd\u529b\u4f7f\u5f97\u9019\u985e\u61c9\u7528\u7684\u958b\u767c\u8b8a\u5f97\u66f4\u52a0\u7c21\u55ae\u4e14\u6709\u6548\u7387\u3002<\/p>\n

4.Amazon RDS with pgvector<\/h5>\n

\u5c0d\u65bc\u504f\u597d\u958b\u6e90\u89e3\u6c7a\u65b9\u6848\u7684\u4f01\u696d\uff0cAWS\u4e5f\u63d0\u4f9b\u4e86\u652f\u63f4pgvector\u64f4\u5145\u7684Amazon RDS PostgreSQL\u670d\u52d9\u3002 pgvector\u662fPostgreSQL\u7684\u958b\u6e90\u64f4\u5c55\uff0c\u5c08\u9580\u7528\u65bc\u5411\u91cf\u5132\u5b58\u548c\u76f8\u4f3c\u6027\u641c\u7d22\uff0c\u512a\u9ede\u5728\u65bc\u5b8c\u5168\u76f8\u5bb9\u6a19\u6e96SQL\uff0c\u958b\u767c\u4eba\u54e1\u53ef\u4ee5\u4f7f\u7528\u719f\u6089\u7684SQL\u8a9e\u53e5\u9032\u884c\u5411\u91cf\u67e5\u8a62\u3002<\/p>\n

 <\/p>\n

\u6838\u5fc3\u512a\u52e2\u8207\u50f9\u503c<\/h4>\n

1. \u5353\u8d8a\u7684\u6027\u80fd\u8868\u73fe<\/h5>\n

AWS\u5411\u91cf\u8cc7\u6599\u5eab\u670d\u52d9\u7d93\u904e\u9ad8\u5ea6\u6700\u4f73\u5316\uff0c\u80fd\u5920\u5728\u6beb\u79d2\u6642\u9593\u5167\u5b8c\u6210\u8907\u96dc\u7684\u5411\u91cf\u76f8\u4f3c\u6027\u641c\u5c0b\u3002\u900f\u904e\u5206\u6563\u5f0f\u67b6\u69cb\u548c\u667a\u6167\u7d22\u5f15\u6280\u8853\uff0c\u5373\u4f7f\u9762\u5c0d\u6578\u5341\u5104\u7b49\u7d1a\u7684\u5411\u91cf\u6578\u64da\uff0c\u4ecd\u80fd\u4fdd\u6301\u51fa\u8272\u7684\u67e5\u8a62\u6548\u80fd\u3002\u7cfb\u7d71\u63a1\u7528\u6700\u5148\u9032\u7684ANN\u6f14\u7b97\u6cd5\uff0c\u5982HNSW\u548cIVF\u7b49\uff0c\u5728\u78ba\u4fdd\u8f03\u9ad8\u7cbe\u5ea6\u7684\u540c\u6642\u5927\u5e45\u63d0\u5347\u641c\u5c0b\u901f\u5ea6\u3002<\/p>\n

2. \u5f48\u6027\u4f38\u7e2e\u80fd\u529b<\/h5>\n

\u57fa\u65bcAWS\u96f2\u7aef\u539f\u751f\u67b6\u69cb\uff0c\u5411\u91cf\u8cc7\u6599\u5eab\u670d\u52d9\u5177\u5099\u81ea\u52d5\u4f38\u7e2e\u80fd\u529b\uff0c\u80fd\u5920\u6839\u64da\u696d\u52d9\u9700\u6c42\u52d5\u614b\u8abf\u6574\u904b\u7b97\u8cc7\u6e90\u3002 Auto Scaling\u529f\u80fd\u53ef\u76e3\u63a7\u7cfb\u7d71\u95dc\u9375\u6307\u6a19\uff0c\u5982CPU\u4f7f\u7528\u7387\u3001\u8a18\u61b6\u9ad4\u4f7f\u7528\u7387\u3001\u67e5\u8a62\u5ef6\u9072\u7b49\uff0c\u4e26\u6839\u64da\u9810\u8a2d\u7b56\u7565\u81ea\u52d5\u8abf\u6574\u8cc7\u6e90\u914d\u7f6e\uff0c\u5728\u6d41\u91cf\u9ad8\u5cf0\u671f\u589e\u52a0\u904b\u7b97\u5be6\u4f8b\uff0c\u4f4e\u9ad8\u5cf0\u671f\u5247\u6e1b\u5c11\u8cc7\u6e90\u4f7f\u7528\u3002<\/p>\n

3. \u4f01\u696d\u7d1a\u5b89\u5168\u4fdd\u969c<\/h5>\n

AWS\u63d0\u4f9b\u591a\u5c64\u6b21\u7684\u5b89\u5168\u9632\u8b77\u6a5f\u5236\uff0c\u5305\u62ecAES-256\u8cc7\u6599\u52a0\u5bc6\u3001VPC\u7db2\u8def\u9694\u96e2\u3001IAM\u8eab\u5206\u7ba1\u7406\u7b49\u3002\u7cfb\u7d71\u652f\u63f4\u975c\u614b\u8cc7\u6599\u52a0\u5bc6\u548c\u50b3\u8f38\u4e2d\u8cc7\u6599\u52a0\u5bc6\uff0c\u91d1\u9470\u7ba1\u7406\u900f\u904eAWS KMS\u9032\u884c\uff0c\u63d0\u4f9b\u7d30\u7c92\u5ea6\u7684\u5b58\u53d6\u63a7\u5236\u548c\u7a3d\u6838\u529f\u80fd\u3002 AWS\u7372\u5f97\u4e86SOC\u3001ISO 27001\u3001PCI DSS\u7b49\u591a\u9805\u570b\u969b\u5b89\u5168\u8a8d\u8b49\u3002<\/p>\n

4. \u7121\u7e2b\u6574\u5408\u751f\u614b<\/h5>\n

\u8207AWS\u8c50\u5bcc\u7684AI\/ML\u670d\u52d9\u6df1\u5ea6\u96c6\u6210\uff0c\u5305\u62ecAmazon SageMaker\u3001Amazon Bedrock\u3001Amazon Comprehend\u7b49\uff0c\u5efa\u69cb\u7aef\u5230\u7aef\u7684AI\u89e3\u6c7a\u65b9\u6848\u8b8a\u5f97\u66f4\u52a0\u7c21\u55ae\u4e14\u6709\u6548\u7387\u3002\u958b\u767c\u4eba\u54e1\u53ef\u4ee5\u5728SageMaker\u4e2d\u8a13\u7df4\u5411\u91cf\u5316\u6a21\u578b\uff0c\u7136\u5f8c\u76f4\u63a5\u5c07\u7522\u751f\u7684\u5411\u91cf\u5132\u5b58\u5230AWS\u5411\u91cf\u8cc7\u6599\u5eab\u4e2d\uff0c\u7121\u9700\u8907\u96dc\u7684\u8cc7\u6599\u50b3\u8f38\u548c\u683c\u5f0f\u8f49\u63db\u3002<\/p>\n

 <\/p>\n

\u5178\u578b\u61c9\u7528\u5834\u666f<\/h4>\n

1.\u667a\u80fd\u641c\u5c0b\u8207\u63a8\u85a6<\/h5>\n

\u96fb\u5546\u5e73\u53f0\u5229\u7528\u5411\u91cf\u8cc7\u6599\u5eab\u5be6\u73fe\u5546\u54c1\u7684\u8a9e\u610f\u641c\u5c0b\u548c\u500b\u4eba\u5316\u63a8\u85a6\u3002\u50b3\u7d71\u641c\u5c0b\u4e3b\u8981\u57fa\u65bc\u95dc\u9375\u5b57\u5339\u914d\uff0c\u4f46\u5411\u91cf\u641c\u5c0b\u80fd\u5920\u7406\u89e3\u641c\u5c0b\u67e5\u8a62\u7684\u8a9e\u7fa9\u542b\u7fa9\uff0c\u63d0\u4f9b\u66f4\u7cbe\u6e96\u7684\u7d50\u679c\u3002\u4f8b\u5982\uff0c\u7528\u6236\u641c\u5c0b\u201d\u9069\u5408\u590f\u5929\u7684\u8f15\u8584\u8863\u670d\u201d\uff0c\u7cfb\u7d71\u80fd\u5920\u8fd4\u56de\u6240\u6709\u9069\u5408\u590f\u5b63\u7a7f\u8457\u7684\u8f15\u8584\u670d\u88dd\uff0c\u5373\u4f7f\u5546\u54c1\u63cf\u8ff0\u4e2d\u6c92\u6709\u5305\u542b\u78ba\u5207\u7684\u95dc\u9375\u5b57\u3002<\/p>\n

2.\u4f01\u696d\u77e5\u8b58\u7ba1\u7406<\/h5>\n

\u5927\u578b\u4f01\u696d\u900f\u904e\u5411\u91cf\u8cc7\u6599\u5eab\u5efa\u69cb\u667a\u6167\u77e5\u8b58\u7ba1\u7406\u7cfb\u7d71\uff0c\u5be6\u73fe\u8a9e\u610f\u5c64\u7d1a\u7684\u6587\u4ef6\u6aa2\u7d22\u8207\u554f\u7b54\u3002\u7cfb\u7d71\u5c07\u6240\u6709\u6587\u4ef6\u8f49\u63db\u70ba\u5411\u91cf\u8868\u793a\uff0c\u7576\u4f7f\u7528\u8005\u63d0\u51fa\u554f\u984c\u6642\uff0c\u7cfb\u7d71\u6703\u5c07\u554f\u984c\u8f49\u63db\u70ba\u5411\u91cf\uff0c\u5728\u5411\u91cf\u8cc7\u6599\u5eab\u4e2d\u641c\u5c0b\u6700\u76f8\u95dc\u7684\u6587\u4ef6\u7247\u6bb5\u3002\u9019\u7a2e\u65b9\u6cd5\u80fd\u5920\u8de8\u8d8a\u8a9e\u8a00\u548c\u8868\u9054\u65b9\u5f0f\u7684\u5dee\u7570\uff0c\u627e\u5230\u771f\u6b63\u76f8\u95dc\u7684\u8cc7\u8a0a\u3002<\/p>\n

3.\u5ba2\u6236\u670d\u52d9\u512a\u5316<\/h5>\n

\u4f01\u696d\u900f\u904e\u5411\u91cf\u8cc7\u6599\u5eab\u5efa\u69cb\u667a\u6167\u5ba2\u670d\u7cfb\u7d71\uff0c\u5be6\u73fe\u554f\u984c\u7684\u81ea\u52d5\u5206\u985e\u3001\u76f8\u4f3c\u554f\u984c\u914d\u5c0d\u548c\u77e5\u8b58\u5eab\u6aa2\u7d22\uff0c\u63d0\u5347\u9867\u5ba2\u6eff\u610f\u5ea6\u7684\u540c\u6642\u964d\u4f4e\u71df\u904b\u6210\u672c\u3002\u7cfb\u7d71\u80fd\u5920\u7406\u89e3\u5ba2\u6236\u554f\u984c\u7684\u771f\u6b63\u610f\u5716\uff0c\u5373\u4f7f\u63aa\u8fad\u4e0d\u540c\u4e5f\u80fd\u627e\u5230\u76f8\u95dc\u7684\u89e3\u6c7a\u65b9\u6848\u3002<\/p>\n

6.\u591a\u5a92\u9ad4\u5167\u5bb9\u5206\u6790<\/h5>\n

\u5a92\u9ad4\u516c\u53f8\u4f7f\u7528\u5411\u91cf\u8cc7\u6599\u5eab\u7ba1\u7406\u9f90\u5927\u7684\u5f71\u7247\u548c\u5716\u7247\u5eab\u3002\u900f\u904e\u6df1\u5ea6\u5b78\u7fd2\u6a21\u578b\u5c07\u5f71\u50cf\u548c\u5f71\u7247\u8f49\u63db\u70ba\u5411\u91cf\u8868\u793a\uff0c\u5be6\u73fe\u4ee5\u5716\u641c\u5716\u3001\u5f71\u7247\u5167\u5bb9\u7406\u89e3\u548c\u81ea\u52d5\u6a19\u8a3b\u7b49\u529f\u80fd\u3002\u7576\u7de8\u8f2f\u9700\u8981\u627e\u5230\u5305\u542b\u7279\u5b9a\u5834\u666f\u7684\u5f71\u7247\u7247\u6bb5\u6642\uff0c\u53ea\u8981\u4e0a\u50b3\u53c3\u8003\u5716\u7247\uff0c\u7cfb\u7d71\u5c31\u80fd\u5feb\u901f\u627e\u5230\u985e\u4f3c\u5167\u5bb9\u3002<\/p>\n

7.\u91d1\u878d\u98a8\u63a7\u8207\u8a50\u6b3a\u5075\u6e2c<\/h5>\n

\u91d1\u878d\u6a5f\u69cb\u5229\u7528\u5411\u91cf\u8cc7\u6599\u5eab\u5206\u6790\u4ea4\u6613\u6a21\u5f0f\u548c\u4f7f\u7528\u8005\u884c\u70ba\uff0c\u5feb\u901f\u8fa8\u8b58\u7570\u5e38\u4ea4\u6613\u548c\u6f5b\u5728\u98a8\u96aa\u3002\u7cfb\u7d71\u900f\u904e\u5206\u6790\u4f7f\u7528\u8005\u7684\u4ea4\u6613\u884c\u70ba\u3001\u88dd\u7f6e\u8cc7\u8a0a\u3001\u7db2\u8def\u74b0\u5883\u7b49\u591a\u7dad\u5ea6\u7279\u5fb5\uff0c\u7522\u751f\u4f7f\u7528\u8005\u884c\u70ba\u5411\u91cf\uff0c\u900f\u904e\u6bd4\u8f03\u65b0\u4ea4\u6613\u8207\u6b77\u53f2\u6b63\u5e38\u4ea4\u6613\u7684\u76f8\u4f3c\u5ea6\u4f86\u8b58\u5225\u53ef\u7591\u4ea4\u6613\u3002<\/p>\n

 <\/p>\n

\u6700\u4f73\u5be6\u8e10\u5efa\u8b70<\/h4>\n

1.\u6578\u64da\u9810\u8655\u7406\u512a\u5316<\/h5>\n

\u5728\u5c07\u8cc7\u6599\u5b58\u5165\u5411\u91cf\u8cc7\u6599\u5eab\u4e4b\u524d\uff0c\u9700\u8981\u9032\u884c\u9069\u7576\u7684\u9810\u8655\u7406\u3002\u9996\u5148\u662f\u8cc7\u6599\u6e05\u6d17\uff0c\u53bb\u9664\u96dc\u8a0a\u8cc7\u6599\u3001\u8655\u7406\u7f3a\u5931\u503c\u548c\u7570\u5e38\u503c\u3002\u5c0d\u65bc\u6587\u5b57\u6578\u64da\uff0c\u9700\u8981\u9032\u884c\u5206\u8a5e\u3001\u53bb\u505c\u7528\u8a5e\u3001\u8a5e\u5e79\u63d0\u53d6\u7b49\u64cd\u4f5c\u3002\u5411\u91cf\u6a19\u6e96\u5316\u662f\u95dc\u9375\u6b65\u9a5f\uff0c\u900f\u904eL2\u6a19\u6e96\u5316\u3001Min-Max\u6a19\u6e96\u5316\u7b49\u65b9\u6cd5\u4f7f\u4e0d\u540c\u4f86\u6e90\u7684\u5411\u91cf\u5177\u6709\u53ef\u6bd4\u6027\u3002\u5fc5\u8981\u6642\u53ef\u4ee5\u4f7f\u7528PCA\u7b49\u964d\u7dad\u6280\u8853\u4f86\u6e1b\u5c11\u5132\u5b58\u7a7a\u9593\u548c\u904b\u7b97\u8907\u96dc\u5ea6\u3002<\/p>\n

2.\u7d22\u5f15\u7b56\u7565\u9078\u64c7<\/h5>\n

\u6839\u64da\u5177\u9ad4\u61c9\u7528\u5834\u666f\u9078\u64c7\u5408\u9069\u7684\u7d22\u5f15\u6f14\u7b97\u6cd5\u3002 HNSW\u6f14\u7b97\u6cd5\u63d0\u4f9b\u5f88\u597d\u7684\u67e5\u8a62\u7cbe\u5ea6\u548c\u901f\u5ea6\u5e73\u8861\uff0c\u9069\u5408\u9ad8\u7dad\u5411\u91cf\u7684\u8fd1\u4f3c\u641c\u5c0b\u3002 IVF\u6f14\u7b97\u6cd5\u900f\u904e\u805a\u985e\u6e1b\u5c11\u641c\u5c0b\u7a7a\u9593\uff0c\u5efa\u69cb\u901f\u5ea6\u5feb\u4f46\u67e5\u8a62\u7cbe\u5ea6\u7a0d\u4f4e\u3002 LSH\u6f14\u7b97\u6cd5\u9069\u5408\u8d85\u9ad8\u7dad\u5411\u91cf\u7684\u5feb\u901f\u641c\u5c0b\u3002\u9700\u8981\u6839\u64da\u696d\u52d9\u9700\u6c42\u5728\u7cbe\u5ea6\u3001\u901f\u5ea6\u548c\u8a18\u61b6\u9ad4\u6d88\u8017\u4e4b\u9593\u9032\u884c\u6b0a\u8861\u3002<\/p>\n

3.\u76e3\u63a7\u8207\u8abf\u512a<\/h5>\n

\u5efa\u7acb\u5b8c\u5584\u7684\u76e3\u63a7\u9ad4\u7cfb\uff0c\u8ffd\u8e64\u67e5\u8a62\u6548\u80fd\u3001\u8cc7\u6e90\u4f7f\u7528\u7b49\u95dc\u9375\u6307\u6a19\u3002\u9700\u8981\u76e3\u63a7\u7684\u6307\u6a19\u5305\u62ec\u67e5\u8a62\u5ef6\u9072\u3001\u541e\u5410\u91cf\u3001CPU\u4f7f\u7528\u7387\u3001\u8a18\u61b6\u9ad4\u4f7f\u7528\u7387\u7b49\u3002 AWS CloudWatch\u63d0\u4f9b\u4e86\u8c50\u5bcc\u7684\u76e3\u63a7\u548c\u8b66\u544a\u529f\u80fd\uff0c\u7d50\u5408Auto Scaling\u53ef\u4ee5\u5be6\u73fe\u7cfb\u7d71\u7684\u81ea\u52d5\u6700\u4f73\u5316\u3002\u900f\u904e\u6301\u7e8c\u7684\u6548\u80fd\u8abf\u512a\uff0c\u78ba\u4fdd\u7cfb\u7d71\u59cb\u7d42\u904b\u4f5c\u5728\u6700\u4f73\u72c0\u614b\u3002<\/p>\n

 <\/p>\n

\u6210\u672c\u512a\u5316\u7b56\u7565<\/h4>\n

1.\u5408\u7406\u7684\u5be6\u4f8b\u9078\u64c7<\/h5>\n

\u6839\u64da\u5de5\u4f5c\u8ca0\u8f09\u7279\u6027\u9078\u64c7\u5408\u9069\u7684\u57f7\u884c\u500b\u9ad4\u985e\u578b\uff0c\u5e73\u8861\u6548\u80fd\u548c\u6210\u672c\u3002\u8a08\u7b97\u5bc6\u96c6\u578b\u4efb\u52d9\u9078\u64c7CPU\u6548\u80fd\u5f37\u52c1\u7684\u5be6\u4f8b\uff0c\u8a18\u61b6\u9ad4\u5bc6\u96c6\u578b\u61c9\u7528\u9078\u64c7\u8a18\u61b6\u9ad4\u5bb9\u91cf\u5927\u7684\u5be6\u4f8b\u3002\u5c0d\u65bc\u8b80\u5bc6\u96c6\u578b\u61c9\u7528\uff0c\u53ef\u4ee5\u8003\u616e\u4f7f\u7528\u66f4\u591a\u7684\u552f\u8b80\u526f\u672c\u4f86\u5206\u64d4\u67e5\u8a62\u58d3\u529b\u3002<\/p>\n

2.\u5132\u5b58\u5206\u5c64\u7ba1\u7406<\/h5>\n

\u5be6\u65bd\u8cc7\u6599\u751f\u547d\u9031\u671f\u7ba1\u7406\u7b56\u7565\uff0c\u5c07\u983b\u7e41\u5b58\u53d6\u7684\u71b1\u8cc7\u6599\u5132\u5b58\u5728\u9ad8\u6548\u80fd\u5132\u5b58\u4e2d\uff0c\u4e0d\u5e38\u5b58\u53d6\u7684\u6eab\u8cc7\u6599\u5132\u5b58\u5728\u6a19\u6e96\u5132\u5b58\u4e2d\uff0c\u6b77\u53f2\u8cc7\u6599\u548c\u5099\u4efd\u5132\u5b58\u5728\u6210\u672c\u66f4\u4f4e\u7684\u51b7\u5132\u5b58\u4e2d\u3002\u900f\u904e\u81ea\u52d5\u5316\u7684\u8cc7\u6599\u9077\u79fb\u7b56\u7565\uff0c\u5728\u78ba\u4fdd\u6548\u80fd\u7684\u540c\u6642\u512a\u5316\u6210\u672c\u7d50\u69cb\u3002<\/p>\n

3.\u9810\u7559\u5be6\u4f8b\u512a\u60e0<\/h5>\n

\u5c0d\u65bc\u9577\u671f\u7a69\u5b9a\u7684\u5de5\u4f5c\u8ca0\u8f09\uff0c\u53ef\u4ee5\u8003\u616e\u8cfc\u8cb7\u9810\u7559\u5be6\u4f8b\uff0c\u4eab\u53d7\u9ad8\u905475%\u7684\u6210\u672c\u7bc0\u7701\u3002\u5c0d\u65bc\u6279\u6b21\u548c\u975e\u95dc\u9375\u5de5\u4f5c\u8ca0\u8f09\uff0cSpot\u5be6\u4f8b\u53ef\u4ee5\u63d0\u4f9b\u9ad8\u905490%\u7684\u6210\u672c\u7bc0\u7701\u3002\u900f\u904e\u5408\u7406\u7684\u67b6\u69cb\u8a2d\u8a08\uff0c\u53ef\u4ee5\u5728\u78ba\u4fdd\u7cfb\u7d71\u53ef\u7528\u6027\u7684\u540c\u6642\u5927\u5e45\u964d\u4f4e\u6210\u672c\u3002<\/p>\n

 <\/p>\n

\u672a\u4f86\u767c\u5c55\u8da8\u52e2<\/h4>\n

\u96a8\u8457\u5927\u8a9e\u8a00\u6a21\u578b\u548c\u751f\u6210\u5f0fAI\u7684\u5feb\u901f\u767c\u5c55\uff0c\u5411\u91cf\u8cc7\u6599\u5eab\u7684\u91cd\u8981\u6027\u5c07\u9032\u4e00\u6b65\u51f8\u986f\u3002\u672a\u4f86\u7684\u767c\u5c55\u8da8\u52e2\u5305\u62ec\u591a\u6a21\u614b\u5411\u91cf\u7684\u652f\u6301\uff0c\u80fd\u5920\u540c\u6642\u8655\u7406\u6587\u5b57\u3001\u5716\u50cf\u3001\u97f3\u8a0a\u7b49\u591a\u7a2e\u985e\u578b\u7684\u5411\u91cf\uff1b\u66f4\u6709\u6548\u7387\u7684\u58d3\u7e2e\u548c\u91cf\u5316\u6280\u8853\uff0c\u5728\u4fdd\u6301\u641c\u5c0b\u7cbe\u5ea6\u7684\u540c\u6642\u6e1b\u5c11\u5132\u5b58\u9700\u6c42\uff1b\u5373\u6642\u66f4\u65b0\u548c\u589e\u91cf\u7d22\u5f15\u6280\u8853\u7684\u767c\u5c55\uff0c\u66f4\u597d\u5730\u8655\u7406\u52d5\u614b\u6578\u64da\uff1b\u4ee5\u53ca\u806f\u90a6\u5b78\u7fd2\u548c\u96b1\u79c1\u4fdd\u8b77\u6280\u8853\u7684\u6574\u5408\u3002<\/p>\n

AWS\u4e0d\u65b7\u5275\u65b0\uff0c\u63a8\u51fa\u66f4\u9ad8\u6548\u80fd\u3001\u66f4\u667a\u6167\u7684\u5411\u91cf\u8cc7\u6599\u5eab\u670d\u52d9\uff0c\u5305\u62ec\u652f\u63f4\u66f4\u5927\u898f\u6a21\u7684\u5411\u91cf\u5132\u5b58\u3001\u66f4\u5148\u9032\u7684\u76f8\u4f3c\u6027\u6f14\u7b97\u6cd5\uff0c\u4ee5\u53ca\u8207\u65b0\u8208AI\u6280\u8853\u7684\u6df1\u5ea6\u6574\u5408\u3002<\/p>\n

 <\/p>\n

\u9078\u64c7\u5c08\u696d\u5408\u4f5c\u5925\u4f34<\/h4>\n

\u8eab\u70baAWS\u7684\u8a8d\u8b49\u5408\u4f5c\u5925\u4f34\uff0c\u6211\u5011\u64c1\u6709\u8c50\u5bcc\u7684\u5411\u91cf\u8cc7\u6599\u5eab\u5be6\u4f5c\u7d93\u9a57\uff0c\u80fd\u5920\u70ba\u4f01\u696d\u63d0\u4f9b\u5f9e\u67b6\u69cb\u8a2d\u8a08\u3001\u90e8\u7f72\u5be6\u65bd\u5230\u904b\u7dad\u512a\u5316\u7684\u5168\u65b9\u4f4d\u670d\u52d9\u3002\u6211\u5011\u7684\u5c08\u5bb6\u5718\u968a\u6df1\u5ea6\u77ad\u89e3\u5404\u7522\u696d\u7684\u696d\u52d9\u9700\u6c42\uff0c\u80fd\u5920\u8a2d\u8a08\u51fa\u6700\u9069\u5408\u60a8\u4f01\u696d\u7684\u5411\u91cf\u8cc7\u6599\u5eab\u89e3\u6c7a\u65b9\u6848\u3002<\/p>\n

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\u7121\u8ad6\u60a8\u662f\u5e0c\u671b\u5efa\u7acb\u667a\u6167\u641c\u5c0b\u7cfb\u7d71\u3001\u500b\u4eba\u5316\u63a8\u85a6\u5f15\u64ce\uff0c\u6216\u662f\u5176\u4ed6\u57fa\u65bc\u5411\u91cf\u7684AI\u61c9\u7528\uff0c\u6211\u5011\u90fd\u80fd\u63d0\u4f9b\u5c08\u696d\u7684\u6280\u8853\u652f\u63f4\u548c\u8aee\u8a62\u670d\u52d9\uff0c\u5e6b\u52a9\u60a8\u5145\u5206\u91cb\u653eAWS\u5411\u91cf\u8cc7\u6599\u5eab\u7684\u6f5b\u529b\uff0c\u52a0\u901f\u4f01\u696d\u7684\u6578\u4f4d\u8f49\u578b\u9032\u7a0b\u3002<\/p>\n<\/div>","protected":false},"excerpt":{"rendered":"

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