{"id":361,"date":"2026-02-04T19:36:48","date_gmt":"2026-02-04T11:36:48","guid":{"rendered":"https:\/\/flycloud.io\/?p=361"},"modified":"2026-10-07T19:45:19","modified_gmt":"2026-10-07T11:45:19","slug":"%e7%94%9f%e4%ba%a7%e7%ba%a7-rag-%e5%9f%ba%e7%a1%80%e8%ae%be%e6%96%bd%ef%bc%9avertex-ai-alloydb-%e5%8f%82%e8%80%83%e6%9e%b6%e6%9e%84","status":"publish","type":"post","link":"https:\/\/flycloud.io\/en\/2026\/02\/04\/%e7%94%9f%e4%ba%a7%e7%ba%a7-rag-%e5%9f%ba%e7%a1%80%e8%ae%be%e6%96%bd%ef%bc%9avertex-ai-alloydb-%e5%8f%82%e8%80%83%e6%9e%b6%e6%9e%84\/","title":{"rendered":"\u751f\u4ea7\u7ea7 RAG \u57fa\u7840\u8bbe\u65bd\uff1aVertex AI + AlloyDB \u53c2\u8003\u67b6\u6784"},"content":{"rendered":"<p>\u672c\u6587\u6863\u63d0\u4f9b\u4e86\u4e00\u4e2a\u53c2\u8003\u67b6\u6784\uff0c\u53ef\u7528\u4e8e\u8bbe\u8ba1\u8fd0\u884c\u5177\u6709<a href=\"https:\/\/developers.google.com\/machine-learning\/glossary?hl=zh-cn#retrieval-augmented_generation\">\u68c0\u7d22\u589e\u5f3a\u751f\u6210 (RAG)<\/a> \u529f\u80fd\u7684\u751f\u6210\u5f0f\u4eba\u5de5\u667a\u80fd (AI) \u5e94\u7528\u7684\u57fa\u7840\u8bbe\u65bd\u3002\u672c\u6587\u6863\u7684\u76ee\u6807\u53d7\u4f17\u7fa4\u4f53\u5305\u62ec\u751f\u6210\u5f0f AI \u5e94\u7528\u7684\u5f00\u53d1\u8005\u548c\u7ba1\u7406\u5458\u53ca\u4e91\u67b6\u6784\u5e08\u3002\u672c\u6587\u6863\u5047\u5b9a\u60a8\u5bf9 AI\u3001\u673a\u5668\u5b66\u4e60 (ML) \u548c\u5927\u8bed\u8a00\u6a21\u578b (LLM) \u6982\u5ff5\u5177\u6709\u57fa\u672c\u7684\u4e86\u89e3\u3002\u672c\u6587\u6863\u672a\u63d0\u4f9b\u6709\u5173\u5982\u4f55\u8bbe\u8ba1\u548c\u5f00\u53d1\u751f\u6210\u5f0f AI \u5e94\u7528\u7684\u6307\u5bfc\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"architecture\">\u67b6\u6784<\/h2>\n\n\n\n<p>\u4e0b\u56fe\u7b80\u8981\u5c55\u793a\u4e86 Google Cloud\u4e2d\u652f\u6301 RAG \u7684\u751f\u6210\u5f0f AI \u5e94\u7528\u7684\u67b6\u6784\uff1a<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/docs.cloud.google.com\/static\/architecture\/images\/rag-capable-gen-ai-app-using-vertex-ai-architecture.svg?hl=zh-cn\" alt=\" Google Cloud\u4e2d\u652f\u6301 RAG \u7684\u751f\u6210\u5f0f AI \u5e94\u7528\u7684\u9ad8\u5c42\u67b6\u6784\u3002\"\/><\/figure>\n\n\n\n<p>\u8be5\u67b6\u6784\u5305\u542b\u4ee5\u4e0b\u4e92\u8fde\u7ec4\u4ef6\uff1a<\/p>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><thead><tr><th>\u7ec4\u4ef6<\/th><th>\u7528\u9014<\/th><th>\u4e92\u52a8\u6b21\u6570<\/th><\/tr><\/thead><tbody><tr><td>\u6570\u636e\u6ce8\u5165\u5b50\u7cfb\u7edf<\/td><td>\u51c6\u5907\u548c\u5904\u7406\u7528\u4e8e\u5b9e\u73b0 RAG \u529f\u80fd\u7684\u5916\u90e8\u6570\u636e\u3002<\/td><td>\u6570\u636e\u6ce8\u5165\u5b50\u7cfb\u7edf\u901a\u8fc7\u6570\u636e\u5e93\u5c42\u4e0e\u67b6\u6784\u4e2d\u7684\u5176\u4ed6\u5b50\u7cfb\u7edf\u8fdb\u884c\u4ea4\u4e92\u3002<\/td><\/tr><tr><td>\u670d\u52a1\u5b50\u7cfb\u7edf<\/td><td>\u5904\u7406\u751f\u6210\u5f0f AI \u5e94\u7528\u4e0e\u5176\u7528\u6237\u4e4b\u95f4\u7684\u8bf7\u6c42-\u54cd\u5e94\u6d41\u3002<\/td><td>\u670d\u52a1\u5b50\u7cfb\u7edf\u901a\u8fc7\u6570\u636e\u5e93\u5c42\u4e0e\u6570\u636e\u6ce8\u5165\u5b50\u7cfb\u7edf\u8fdb\u884c\u4ea4\u4e92\u3002<\/td><\/tr><tr><td>\u8d28\u91cf\u8bc4\u4f30\u5b50\u7cfb\u7edf<\/td><td>\u8bc4\u4f30\u670d\u52a1\u5b50\u7cfb\u7edf\u751f\u6210\u7684\u54cd\u5e94\u7684\u8d28\u91cf\u3002<\/td><td>\u8d28\u91cf\u8bc4\u4f30\u5b50\u7cfb\u7edf\u76f4\u63a5\u4e0e\u670d\u52a1\u5b50\u7cfb\u7edf\u4ea4\u4e92\uff0c\u5e76\u901a\u8fc7\u6570\u636e\u5e93\u5c42\u4e0e\u6570\u636e\u6ce8\u5165\u5b50\u7cfb\u7edf\u4ea4\u4e92\u3002<\/td><\/tr><tr><td>\u6570\u636e\u5e93<\/td><td>\u5b58\u50a8\u4ee5\u4e0b\u6570\u636e\uff1a<br>\u63d0\u793a \u7528\u4e8e RAG \u7684\u6570\u636e\u7684\u77e2\u91cf\u5316\u5d4c\u5165 \u6570\u636e\u6ce8\u5165\u548c\u8d28\u91cf\u8bc4\u4f30\u5b50\u7cfb\u7edf\u4e2d\u65e0\u670d\u52a1\u5668\u51fd\u6570\u7684\u914d\u7f6e<\/td><td>\u67b6\u6784\u4e2d\u7684\u6240\u6709\u5b50\u7cfb\u7edf\u90fd\u4e0e\u6570\u636e\u5e93\u8fdb\u884c\u4ea4\u4e92\u3002<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p id=\"detailed-architecture\">\u4e0b\u56fe\u5c55\u793a\u4e86\u6b64\u67b6\u6784\u7684\u8be6\u7ec6\u89c6\u56fe\uff1a<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/docs.cloud.google.com\/static\/architecture\/images\/rag-capable-gen-ai-app-using-vertex-ai-architecture-detail.png?hl=zh-cn\" alt=\" Google Cloud\u4e2d\u652f\u6301 RAG \u7684\u751f\u6210\u5f0f AI \u5e94\u7528\u7684\u8be6\u7ec6\u67b6\u6784\u3002\"\/><\/figure>\n\n\n\n<p>\u4ee5\u4e0b\u90e8\u5206\u8be6\u7ec6\u4ecb\u7ecd\u4e86\u67b6\u6784\u7684\u6bcf\u4e2a\u5b50\u7cfb\u7edf\u5185\u7684\u7ec4\u4ef6\u548c\u6570\u636e\u6d41\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"data_ingestion_subsystem\">\u6570\u636e\u6ce8\u5165\u5b50\u7cfb\u7edf<\/h3>\n\n\n\n<p>\u6570\u636e\u6ce8\u5165\u5b50\u7cfb\u7edf\u4ece\u5916\u90e8\u6765\u6e90\uff08\u4f8b\u5982\u6587\u4ef6\u3001\u6570\u636e\u5e93\u548c\u6d41\u5f0f\u4f20\u8f93\u670d\u52a1\uff09\u6ce8\u5165\u6570\u636e\u3002\u4e0a\u4f20\u7684\u6570\u636e\u5305\u542b\u8fdb\u884c\u8d28\u91cf\u8bc4\u4f30\u7684\u63d0\u793a\u3002\u6570\u636e\u6ce8\u5165\u5b50\u7cfb\u7edf\u5728\u67b6\u6784\u4e2d\u63d0\u4f9b RAG \u529f\u80fd\u3002\u4e0b\u56fe\u5c55\u793a\u4e86\u67b6\u6784\u4e2d\u7684\u6570\u636e\u6ce8\u5165\u5b50\u7cfb\u7edf\u7684\u8be6\u7ec6\u4fe1\u606f\uff1a<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/docs.cloud.google.com\/static\/architecture\/images\/rag-capable-gen-ai-app-using-vertex-ai-data-ingestion.png?hl=zh-cn\" alt=\" Google Cloud\u4e2d\u652f\u6301 RAG \u7684\u751f\u6210\u5f0f AI \u5e94\u7528\u7684\u6570\u636e\u6ce8\u5165\u5b50\u7cfb\u7edf\u3002\"\/><\/figure>\n\n\n\n<p>\u4ee5\u4e0b\u662f\u6570\u636e\u6ce8\u5165\u6d41\u7a0b\u4e2d\u7684\u6b65\u9aa4\uff1a<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\u6570\u636e\u4f1a\u4e0a\u4f20\u5230 <a href=\"https:\/\/docs.cloud.google.com\/storage\/docs\/buckets?hl=zh-cn\">Cloud Storage \u5b58\u50a8\u6876<\/a>\u3002\u6570\u636e\u6e90\u53ef\u4ee5\u662f\u5e94\u7528\u3001\u6570\u636e\u5e93\u6216\u6d41\u5f0f\u4f20\u8f93\u670d\u52a1\u3002<\/li>\n\n\n\n<li>\u5f53\u6570\u636e\u4e0a\u4f20\u5230 Cloud Storage \u65f6\uff0c\u7cfb\u7edf\u4f1a<a href=\"https:\/\/docs.cloud.google.com\/pubsub\/docs\/publish-message-overview?hl=zh-cn\">\u5c06\u6d88\u606f\u53d1\u5e03\u5230 Pub\/Sub \u4e3b\u9898<\/a>\u3002<\/li>\n\n\n\n<li>Pub\/Sub \u89e6\u53d1 <a href=\"https:\/\/docs.cloud.google.com\/functions\/docs\/concepts\/overview?hl=zh-cn\">Cloud Run \u51fd\u6570<\/a>\u6765\u5904\u7406\u4e0a\u4f20\u7684\u6570\u636e\u3002<\/li>\n\n\n\n<li>\u8be5\u51fd\u6570\u4f7f\u7528\u5b58\u50a8\u5728 AlloyDB for PostgreSQL \u6570\u636e\u5e93\u4e2d\u7684\u914d\u7f6e\u6570\u636e\u6765\u542f\u52a8\u3002<\/li>\n\n\n\n<li>\u8be5\u51fd\u6570\u4f1a\u89e3\u6790\u539f\u59cb\u6570\u636e\uff0c\u6839\u636e\u9700\u8981\u8bbe\u7f6e\u5176\u683c\u5f0f\uff0c\u7136\u540e\u5c06\u5176\u5212\u5206\u4e3a\u591a\u4e2a\u5757\u3002<\/li>\n\n\n\n<li>\u8be5\u51fd\u6570\u4f7f\u7528 Gemini Enterprise Agent Platform \u4e0a\u7684\u76f8\u5e94<a href=\"https:\/\/docs.cloud.google.com\/gemini-enterprise-agent-platform\/models\/embeddings?hl=zh-cn\">\u5d4c\u5165\u6a21\u578b<\/a>\u6765\u521b\u5efa\u6240\u6ce8\u5165\u6570\u636e\u7684<a href=\"https:\/\/docs.cloud.google.com\/gemini-enterprise-agent-platform\/reference\/models\/text-embeddings-api?hl=zh-cn\">\u77e2\u91cf\u5316\u5d4c\u5165<\/a>\u3002 <strong>\u6ce8\u610f<\/strong>\uff1a \u60a8\u5f00\u53d1\u7684\u751f\u6210\u5f0f AI \u5e94\u7528\u5e94\u4f7f\u7528\u76f8\u540c\u7684\u5d4c\u5165\u6a21\u578b\u548c\u53c2\u6570\u5c06\u81ea\u7136\u8bed\u8a00\u8bf7\u6c42\u8f6c\u6362\u4e3a\u5d4c\u5165\u3002<\/li>\n\n\n\n<li>\u8be5\u51fd\u6570\u5c06\u5d4c\u5165\u5b58\u50a8\u5728\u542f\u7528\u4e86 <a href=\"https:\/\/docs.cloud.google.com\/alloydb\/docs\/ai\/work-with-embeddings?hl=zh-cn\"><code>pgvector<\/code><\/a> \u6269\u5c55\u7a0b\u5e8f\u7684 AlloyDB for PostgreSQL \u6570\u636e\u5e93\u4e2d\u3002\u5982\u4e0b\u4e00\u90e8\u5206\u6240\u8ff0\uff0c\u5f53\u670d\u52a1\u5b50\u7cfb\u7edf\u5904\u7406\u7528\u6237\u8bf7\u6c42\u65f6\uff0c\u5b83\u4f1a\u4f7f\u7528\u77e2\u91cf\u6570\u636e\u5e93\u4e2d\u7684\u5d4c\u5165\u6765\u68c0\u7d22\u7279\u5b9a\u4e8e\u9886\u57df\u7684\u76f8\u5173\u6570\u636e\u3002<\/li>\n<\/ol>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"serving_subsystem\">\u670d\u52a1\u5b50\u7cfb\u7edf<\/h3>\n\n\n\n<p>\u670d\u52a1\u5b50\u7cfb\u7edf\u5904\u7406\u751f\u6210\u5f0f AI \u5e94\u7528\u4e0e\u5176\u7528\u6237\u4e4b\u95f4\u7684\u8bf7\u6c42-\u54cd\u5e94\u6d41\u3002\u4e0b\u56fe\u5c55\u793a\u4e86\u67b6\u6784\u4e2d\u7684\u670d\u52a1\u5b50\u7cfb\u7edf\u7684\u8be6\u7ec6\u4fe1\u606f\uff1a<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/docs.cloud.google.com\/static\/architecture\/images\/rag-capable-gen-ai-app-using-vertex-ai-serving.png?hl=zh-cn\" alt=\" Google Cloud\u4e2d\u652f\u6301 RAG \u7684\u751f\u6210\u5f0f AI \u5e94\u7528\u7684\u670d\u52a1\u5b50\u7cfb\u7edf\u3002\"\/><\/figure>\n\n\n\n<p>\u4ee5\u4e0b\u662f\u670d\u52a1\u5b50\u7cfb\u7edf\u7684\u8bf7\u6c42-\u54cd\u5e94\u6d41\u4e2d\u7684\u6b65\u9aa4\uff1a<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\u7528\u6237\u901a\u8fc7\u524d\u7aef\uff08\u4f8b\u5982\u804a\u5929\u673a\u5668\u4eba\u6216\u79fb\u52a8\u5e94\u7528\uff09\u5411\u751f\u6210\u5f0f AI \u5e94\u7528\u63d0\u4ea4\u8bf7\u6c42\u3002<\/li>\n\n\n\n<li>\u751f\u6210\u5f0f AI \u5e94\u7528\u5c06\u81ea\u7136\u8bed\u8a00\u8bf7\u6c42\u8f6c\u6362\u4e3a<a href=\"https:\/\/docs.cloud.google.com\/gemini-enterprise-agent-platform\/machine-learning\/glossary?hl=zh-cn#embedding\">\u5d4c\u5165<\/a>\u3002 <strong>\u6ce8\u610f<\/strong>\uff1a \u5982\u9700\u521b\u5efa\u5d4c\u5165\uff0c\u60a8\u5f00\u53d1\u7684\u751f\u6210\u5f0f AI \u5e94\u7528\u5e94\u4f7f\u7528\u76f8\u540c\u7684\u5d4c\u5165\u6a21\u578b\u548c\u7528\u4e8e\u5c06\u5916\u90e8\u6570\u636e\u8f6c\u6362\u4e3a\u5d4c\u5165\u7684\u53c2\u6570\u3002<\/li>\n\n\n\n<li>\u5e94\u7528\u4f1a\u5b8c\u6210 RAG \u65b9\u6cd5\u7684\u68c0\u7d22\u90e8\u5206\uff1a\n<ol class=\"wp-block-list\">\n<li>\u5e94\u7528\u5bf9\u7531\u6570\u636e\u6ce8\u5165\u5b50\u7cfb\u7edf\u7ef4\u62a4\u7684 AlloyDB for PostgreSQL \u77e2\u91cf\u5b58\u50a8\u533a\u4e2d\u7684\u5d4c\u5165\u6267\u884c\u8bed\u4e49\u641c\u7d22\u3002\u8bed\u4e49\u641c\u7d22\u53ef\u5e2e\u52a9\u6839\u636e\u63d0\u793a\u7684\u610f\u56fe\uff08\u800c\u4e0d\u662f\u5176\u6587\u672c\u5185\u5bb9\uff09\u6765\u67e5\u627e\u5d4c\u5165\u3002<\/li>\n\n\n\n<li>\u5e94\u7528\u5c06\u539f\u59cb\u8bf7\u6c42\u4e0e\u6839\u636e\u5339\u914d\u5d4c\u5165\u68c0\u7d22\u5230\u7684\u539f\u59cb\u6570\u636e\u76f8\u7ed3\u5408\uff0c\u4ee5\u521b\u5efa\u60c5\u666f\u5316\u63d0\u793a\u3002<\/li>\n<\/ol>\n<\/li>\n\n\n\n<li>\u5e94\u7528\u5c06\u4e0a\u4e0b\u6587\u5316\u63d0\u793a\u53d1\u9001\u5230\u5728 Agent Platform \u4e0a\u8fd0\u884c\u7684 LLM \u63a8\u7406\u5806\u6808\u3002<\/li>\n\n\n\n<li>LLM \u63a8\u7406\u5806\u6808\u4f7f\u7528\u751f\u6210\u5f0f AI LLM\uff08\u53ef\u4ee5\u662f<a href=\"https:\/\/cloud.google.com\/discover\/what-are-foundation-models?hl=zh-cn\">\u57fa\u7840 LLM<\/a> \u6216\u81ea\u5b9a\u4e49 LLM\uff09\uff0c\u5e76\u751f\u6210\u53d7\u9650\u4e8e\u6240\u63d0\u4f9b\u4e0a\u4e0b\u6587\u7684\u54cd\u5e94\u3002\n<ol class=\"wp-block-list\">\n<li>\u5e94\u7528\u53ef\u4ee5\u5728 Cloud Logging \u4e2d\u5b58\u50a8\u8bf7\u6c42-\u54cd\u5e94\u6d3b\u52a8\u7684\u65e5\u5fd7\u3002\u60a8\u53ef\u4ee5\u901a\u8fc7 Cloud Monitoring \u67e5\u770b\u548c\u4f7f\u7528\u76d1\u63a7\u65e5\u5fd7\u3002Google \u4e0d\u4f1a\u8bbf\u95ee\u6216\u4f7f\u7528\u65e5\u5fd7\u6570\u636e\u3002<\/li>\n\n\n\n<li>\u5e94\u7528\u5c06\u54cd\u5e94\u52a0\u8f7d\u5230 BigQuery \u4ee5\u8fdb\u884c\u79bb\u7ebf\u5206\u6790\u3002<\/li>\n<\/ol>\n<\/li>\n\n\n\n<li>\u5e94\u7528\u4f7f\u7528 <a href=\"https:\/\/docs.cloud.google.com\/gemini-enterprise-agent-platform\/models\/responsible-ai?hl=zh-cn\">Responsible AI \u8fc7\u6ee4\u6761\u4ef6<\/a>\u8fc7\u6ee4\u54cd\u5e94\u3002<\/li>\n\n\n\n<li>\u5e94\u7528\u901a\u8fc7\u524d\u7aef\u5c06\u7ecf\u8fc7\u8fc7\u6ee4\u7684\u54cd\u5e94\u53d1\u9001\u7ed9\u7528\u6237\u3002<\/li>\n<\/ol>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"quality_evaluation_subsystem\">\u8d28\u91cf\u8bc4\u4f30\u5b50\u7cfb\u7edf<\/h3>\n\n\n\n<p>\u4e0b\u56fe\u5c55\u793a\u4e86\u67b6\u6784\u4e2d\u7684\u8d28\u91cf\u8bc4\u4f30\u5b50\u7cfb\u7edf\u7684\u8be6\u7ec6\u4fe1\u606f\uff1a<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/docs.cloud.google.com\/static\/architecture\/images\/rag-capable-gen-ai-app-using-vertex-ai-quality-evaluation.svg?hl=zh-cn\" alt=\" Google Cloud\u4e2d\u652f\u6301 RAG \u7684\u751f\u6210\u5f0f AI \u5e94\u7528\u7684\u8d28\u91cf\u8bc4\u4f30\u5b50\u7cfb\u7edf\u3002\"\/><\/figure>\n\n\n\n<p>\u8d28\u91cf\u8bc4\u4f30\u5b50\u7cfb\u7edf\u6536\u5230\u8bf7\u6c42\u65f6\uff0c\u4f1a\u6267\u884c\u4ee5\u4e0b\u64cd\u4f5c\uff1a<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>Pub\/Sub \u89e6\u53d1 Cloud Run \u51fd\u6570\u3002<\/li>\n\n\n\n<li>\u8be5\u51fd\u6570\u4f7f\u7528\u5b58\u50a8\u5728 AlloyDB for PostgreSQL \u6570\u636e\u5e93\u4e2d\u7684\u914d\u7f6e\u6570\u636e\u6765\u542f\u52a8\u3002<\/li>\n\n\n\n<li>\u8be5\u51fd\u6570\u4ece AlloyDB for PostgreSQL \u6570\u636e\u5e93\u62c9\u53d6\u8bc4\u4f30\u63d0\u793a\u3002\u8fd9\u4e9b\u63d0\u793a\u4e4b\u524d\u7531\u6570\u636e\u6ce8\u5165\u5b50\u7cfb\u7edf\u4e0a\u4f20\u5230\u6570\u636e\u5e93\u3002<\/li>\n\n\n\n<li>\u8be5\u51fd\u6570\u4f7f\u7528\u8bc4\u4f30\u63d0\u793a\u6765\u8bc4\u4f30\u670d\u52a1\u5b50\u7cfb\u7edf\u751f\u6210\u7684\u56de\u7b54\u7684\u8d28\u91cf\u3002 \u6b64\u8bc4\u4f30\u7684\u8f93\u51fa\u5305\u62ec\u4e8b\u5b9e\u51c6\u786e\u7387\u548c\u76f8\u5173\u6027\u7b49\u6307\u6807\u7684\u8bc4\u4f30\u5206\u6570\u3002<\/li>\n\n\n\n<li>\u8be5\u51fd\u6570\u4f1a\u5c06\u8bc4\u4f30\u5206\u6570\u4ee5\u53ca\u8bc4\u4f30\u540e\u7684\u63d0\u793a\u548c\u56de\u7b54\u52a0\u8f7d\u5230 BigQuery\uff0c\u4ee5\u4f9b\u5c06\u6765\u5206\u6790\u3002<\/li>\n<\/ol>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"products_used\">\u4f7f\u7528\u7684\u4ea7\u54c1<\/h2>\n\n\n\n<p>\u4e0b\u9762\u603b\u7ed3\u4e86\u4e0a\u8ff0\u67b6\u6784\u4f7f\u7528\u7684\u6240\u6709 Google Cloud \u4ea7\u54c1\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><a href=\"https:\/\/docs.cloud.google.com\/gemini-enterprise-agent-platform\/overview?hl=zh-cn\">Gemini Enterprise Agent Platform<\/a>\uff1a\u4e00\u4e2a\u7efc\u5408\u6027\u5e73\u53f0\uff0c\u53ef\u7528\u4e8e\u6784\u5efa\u3001\u6269\u7f29\u3001\u6cbb\u7406\u548c\u4f18\u5316\u4f01\u4e1a\u7ea7 AI \u4ee3\u7406\u3002<\/li>\n\n\n\n<li><a href=\"https:\/\/cloud.google.com\/functions?hl=zh-cn\">Cloud Run \u51fd\u6570<\/a>\uff1a\u4e00\u4e2a\u65e0\u670d\u52a1\u5668\u8ba1\u7b97\u5e73\u53f0\uff0c\u53ef\u8ba9\u60a8\u76f4\u63a5\u5728 Google Cloud\u4e2d\u8fd0\u884c\u5355\u7528\u9014\u51fd\u6570\u3002<\/li>\n\n\n\n<li><a href=\"https:\/\/cloud.google.com\/bigquery?hl=zh-cn\">BigQuery<\/a>\uff1a\u4e00\u79cd\u4f01\u4e1a\u6570\u636e\u4ed3\u5e93\uff0c\u53ef\u5e2e\u52a9\u60a8\u4f7f\u7528\u673a\u5668\u5b66\u4e60\u3001\u5730\u7406\u7a7a\u95f4\u5206\u6790\u548c\u5546\u4e1a\u667a\u80fd\u7b49\u5185\u7f6e\u529f\u80fd\u7ba1\u7406\u548c\u5206\u6790\u6570\u636e\u3002<\/li>\n\n\n\n<li><a href=\"https:\/\/cloud.google.com\/storage?hl=zh-cn\">Cloud Storage<\/a>\uff1a\u9002\u7528\u4e8e\u5404\u79cd\u6570\u636e\u7c7b\u578b\u7684\u8d39\u7528\u4f4e\u5ec9\u4e14\u4e0d\u53d7\u9650\u5236\u7684\u5bf9\u8c61\u5b58\u50a8\u3002\u6570\u636e\u53ef\u4ece Google Cloud\u5185\u90e8\u548c\u5916\u90e8\u8bbf\u95ee\uff0c\u5e76\u4e14\u8de8\u4f4d\u7f6e\u8fdb\u884c\u590d\u5236\u4ee5\u5b9e\u73b0\u5197\u4f59\u3002<\/li>\n\n\n\n<li><a href=\"https:\/\/cloud.google.com\/alloydb?hl=zh-cn\">AlloyDB for PostgreSQL<\/a>\uff1a\u4e0e PostgreSQL \u517c\u5bb9\u7684\u5168\u6258\u7ba1\u5f0f\u6570\u636e\u5e93\u670d\u52a1\uff0c\u4e13\u4e3a\u8981\u6c42\u82db\u523b\u7684\u5de5\u4f5c\u8d1f\u8f7d\uff08\u5305\u62ec\u6df7\u5408\u4e8b\u52a1\u548c\u5206\u6790\u5904\u7406\uff09\u800c\u8bbe\u8ba1\u3002<\/li>\n\n\n\n<li><a href=\"https:\/\/cloud.google.com\/pubsub?hl=zh-cn\">Pub\/Sub<\/a>\uff1a\u4e00\u79cd\u5f02\u6b65\u4e14\u53ef\u4f38\u7f29\u7684\u901a\u8baf\u670d\u52a1\uff0c\u53ef\u5c06\u751f\u6210\u6d88\u606f\u7684\u670d\u52a1\u4e0e\u5904\u7406\u8fd9\u4e9b\u6d88\u606f\u7684\u670d\u52a1\u5206\u79bb\u5f00\u3002<\/li>\n\n\n\n<li><a href=\"https:\/\/cloud.google.com\/logging?hl=zh-cn\">Cloud Logging<\/a>\uff1a\u5177\u6709\u5b58\u50a8\u3001\u641c\u7d22\u3001\u5206\u6790\u548c\u63d0\u9192\u529f\u80fd\u7684\u5b9e\u65f6\u65e5\u5fd7\u7ba1\u7406\u7cfb\u7edf\u3002<\/li>\n\n\n\n<li><a href=\"https:\/\/cloud.google.com\/monitoring?hl=zh-cn\">Cloud Monitoring<\/a>\uff1a\u53ef\u5e2e\u52a9\u60a8\u4e86\u89e3\u60a8\u7684\u5e94\u7528\u548c\u57fa\u7840\u8bbe\u65bd\u7684\u6027\u80fd\u3001\u53ef\u7528\u6027\u548c\u5065\u5eb7\u72b6\u51b5\u7684\u670d\u52a1\u3002<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"use_cases\">\u4f7f\u7528\u573a\u666f<\/h2>\n\n\n\n<p>RAG \u662f\u4e00\u79cd\u53ef\u63d0\u9ad8\u4ece LLM \u751f\u6210\u7684\u8f93\u51fa\u8d28\u91cf\u7684\u6709\u6548\u6280\u672f\u3002\u672c\u90e8\u5206\u63d0\u4f9b\u53ef\u4f7f\u7528\u652f\u6301 RAG \u7684\u751f\u6210\u5f0f AI \u5e94\u7528\u7684\u5e94\u7528\u573a\u666f\u793a\u4f8b\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"personalized_product_recommendations\">\u4e2a\u6027\u5316\u4ea7\u54c1\u63a8\u8350<\/h3>\n\n\n\n<p>\u5728\u7ebf\u8d2d\u7269\u7f51\u7ad9\u53ef\u80fd\u4f1a\u4f7f\u7528\u7531 LLM \u63d0\u4f9b\u652f\u6301\u7684\u804a\u5929\u673a\u5668\u4eba\u6765\u5e2e\u52a9\u5ba2\u6237\u67e5\u627e\u4ea7\u54c1\u6216\u83b7\u53d6\u4e0e\u8d2d\u7269\u76f8\u5173\u7684\u5e2e\u52a9\u3002\u53ef\u4ee5\u4f7f\u7528\u6709\u5173\u7528\u6237\u8d2d\u4e70\u884c\u4e3a\u548c\u7f51\u7ad9\u4e92\u52a8\u6a21\u5f0f\u7684\u5386\u53f2\u6570\u636e\u6765\u589e\u5f3a\u7528\u6237\u63d0\u51fa\u7684\u95ee\u9898\u3002\u6570\u636e\u53ef\u80fd\u5305\u62ec\u5b58\u50a8\u5728\u975e\u7ed3\u6784\u5316\u6570\u636e\u5b58\u50a8\u533a\u4e2d\u7684\u7528\u6237\u8bc4\u4ef7\u548c\u53cd\u9988\uff0c\u6216\u5b58\u50a8\u5728\u7f51\u7edc\u5206\u6790\u5206\u6790\u578b\u6570\u636e\u4ed3\u5e93\u4e2d\u7684\u641c\u7d22\u76f8\u5173\u6307\u6807\u3002\u7136\u540e\uff0cLLM \u53ef\u4ee5\u5904\u7406\u589e\u5f3a\u7684\u95ee\u9898\uff0c\u4ee5\u751f\u6210\u4e2a\u6027\u5316\u56de\u590d\uff0c\u7528\u6237\u53ef\u80fd\u8ba4\u4e3a\u8fd9\u4e9b\u56de\u590d\u66f4\u5177\u5438\u5f15\u529b\u548c\u8bf4\u670d\u529b\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"clinical_assistance_systems\">\u4e34\u5e8a\u8f85\u52a9\u7cfb\u7edf<\/h3>\n\n\n\n<p>\u533b\u9662\u4e2d\u7684\u533b\u751f\u9700\u8981\u5feb\u901f\u5206\u6790\u548c\u8bca\u65ad\u60a3\u8005\u7684\u5065\u5eb7\u72b6\u51b5\uff0c\u4ece\u800c\u505a\u51fa\u6709\u5173\u9002\u5f53\u7684\u62a4\u7406\u548c\u836f\u7269\u7684\u51b3\u7b56\u3002\u4f7f\u7528 <a href=\"https:\/\/sites.research.google\/med-palm\/?hl=zh-cn\">Med-PaLM<\/a> \u7b49\u533b\u7597 LLM \u7684\u751f\u6210\u5f0f AI \u5e94\u7528\u53ef\u7528\u4e8e\u8f85\u52a9\u533b\u751f\u5b8c\u6210\u4e34\u5e8a\u8bca\u65ad\u8fc7\u7a0b\u3002\u5e94\u7528\u751f\u6210\u7684\u54cd\u5e94\u53ef\u4ee5\u57fa\u4e8e\u60a3\u8005\u5386\u53f2\u8bb0\u5f55\uff0c\u5177\u4f53\u65b9\u6cd5\u662f\u5c06\u533b\u751f\u7684\u63d0\u793a\u4e0e\u6765\u81ea\u533b\u9662\u7535\u5b50\u5065\u5eb7\u8bb0\u5f55 (EHR) \u6570\u636e\u5e93\u6216\u5916\u90e8\u77e5\u8bc6\u5e93\uff08\u4f8b\u5982 <a href=\"https:\/\/pubmed.ncbi.nlm.nih.gov\/\">PubMed<\/a>\uff09\u7684\u6570\u636e\u7ed3\u5408\u5728\u4e00\u8d77\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"efficient_legal_research\">\u9ad8\u6548\u7684\u6cd5\u5f8b\u7814\u7a76<\/h3>\n\n\n\n<p>\u501f\u52a9\u7531\u751f\u6210\u5f0f AI 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