{"id":261,"date":"2025-12-31T08:22:47","date_gmt":"2025-12-31T00:22:47","guid":{"rendered":"http:\/\/52.76.12.94\/?p=261"},"modified":"2026-01-31T09:24:44","modified_gmt":"2026-01-31T01:24:44","slug":"%e5%9c%a8-aws-%e4%b8%8a%e5%9f%ba%e4%ba%8e-dify-agent-%e5%bf%ab%e9%80%9f%e9%83%a8%e7%bd%b2-text2sql-%e6%99%ba%e8%83%bd%e6%95%b0%e6%8d%ae%e5%88%86%e6%9e%90%e5%8a%a9%e6%89%8b","status":"publish","type":"post","link":"https:\/\/flycloud.io\/en\/2025\/12\/31\/%e5%9c%a8-aws-%e4%b8%8a%e5%9f%ba%e4%ba%8e-dify-agent-%e5%bf%ab%e9%80%9f%e9%83%a8%e7%bd%b2-text2sql-%e6%99%ba%e8%83%bd%e6%95%b0%e6%8d%ae%e5%88%86%e6%9e%90%e5%8a%a9%e6%89%8b\/","title":{"rendered":"Rapid Deployment of text2SQL Intelligent Data Analysis Assistant Based on Dify Agent on AWS"},"content":{"rendered":"<h3 class=\"wp-block-heading\"><strong>\u80cc\u666f<\/strong><\/h3>\n\n\n\n<p>\u6570\u636e\u5df2\u6210\u4e3a\u4f01\u4e1a\u6700\u5b9d\u8d35\u7684\u8d44\u4ea7\u4e4b\u4e00\uff0c\u5927\u591a\u6570\u4f01\u4e1a\u867d\u7136\u6536\u96c6\u4e86\u6d77\u91cf\u6570\u636e\uff0c\u5374\u53ea\u80fd\u5229\u7528\u5176\u4e2d\u5f88\u5c0f\u4e00\u90e8\u5206\u521b\u9020\u5b9e\u9645\u4ef7\u503c\u3002\u8fd9\u79cd\u201d\u6570\u636e\u5bcc\u6709\u4f46\u6d1e\u5bdf\u8d2b\u4e4f\u201d\u7684\u72b6\u6001\u4e3b\u8981\u6e90\u4e8e\u6570\u636e\u8bbf\u95ee\u548c\u5206\u6790\u7684\u6280\u672f\u95e8\u69db\u3002\u4f20\u7edf\u6570\u636e\u5206\u6790\u6d41\u7a0b\u901a\u5e38\u8981\u6c42\u7528\u6237\u638c\u63e1 SQL \u7b49\u4e13\u4e1a\u67e5\u8be2\u8bed\u8a00\uff0c\u8fd9\u5bfc\u81f4\u4f01\u4e1a\u4e2d\u53ea\u6709\u5c11\u6570\u6280\u672f\u4eba\u5458\u80fd\u591f\u771f\u6b63\u201d\u89e3\u9501\u201d\u6570\u636e\u7684\u4ef7\u503c\uff0c\u5f62\u6210\u4e86\u660e\u663e\u7684\u5206\u6790\u74f6\u9888\u3002<\/p>\n\n\n\n<p>\u667a\u80fd Agent \u6280\u672f\u7684\u51fa\u73b0\u6b63\u5728\u6839\u672c\u6027\u5730\u6539\u53d8\u8fd9\u4e00\u5c40\u9762\u3002\u4f5c\u4e3a\u4e00\u79cd\u80fd\u591f\u7406\u89e3\u7528\u6237\u610f\u56fe\u3001\u81ea\u4e3b\u6267\u884c\u590d\u6742\u4efb\u52a1\u7684 AI \u7cfb\u7edf\uff0cAgent \u7279\u522b\u9002\u5408\u62c5\u4efb\u4e1a\u52a1\u4eba\u5458\u4e0e\u6570\u636e\u4e4b\u95f4\u7684\u201d\u7ffb\u8bd1\u5b98\u201d\u89d2\u8272\u3002\u5728\u6570\u636e\u5206\u6790\u9886\u57df\uff0ctext2SQL Agent \u80fd\u591f\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u6d88\u9664\u6280\u672f\u58c1\u5792\uff1a\u4e1a\u52a1\u7528\u6237\u53ea\u9700\u7528\u81ea\u7136\u8bed\u8a00\u8868\u8fbe\u5206\u6790\u9700\u6c42\uff0c\u65e0\u9700\u4e86\u89e3 SQL \u8bed\u6cd5\u6216\u6570\u636e\u5e93\u7ed3\u6784<\/li>\n\n\n\n<li>\u5b9e\u73b0\u4e0a\u4e0b\u6587\u7406\u89e3\uff1aAgent \u80fd\u591f\u7406\u89e3\u4e1a\u52a1\u672f\u8bed\u548c\u884c\u4e1a\u7279\u5b9a\u8bed\u5883\uff0c\u63d0\u4f9b\u66f4\u7cbe\u51c6\u7684\u67e5\u8be2\u8f6c\u6362<\/li>\n\n\n\n<li>\u81ea\u4e3b\u6267\u884c\u590d\u6742\u5206\u6790\uff1a\u4e0d\u4ec5\u751f\u6210 SQL\uff0c\u8fd8\u80fd\u6267\u884c\u67e5\u8be2\u3001\u89e3\u91ca\u7ed3\u679c\u3001\u751f\u6210\u53ef\u89c6\u5316\u62a5\u8868<\/li>\n\n\n\n<li>\u6301\u7eed\u5b66\u4e60\u4f18\u5316\uff1a\u6839\u636e\u7528\u6237\u53cd\u9988\u4e0d\u65ad\u6539\u8fdb\u67e5\u8be2\u8d28\u91cf\u548c\u7ed3\u679c\u5448\u73b0<\/li>\n<\/ul>\n\n\n\n<p>\u901a\u8fc7 Agent \u6280\u672f\uff0c\u4f01\u4e1a\u80fd\u591f\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u6269\u5927\u6570\u636e\u5f71\u54cd\u8303\u56f4\uff1a\u8ba9\u6bcf\u4e00\u4f4d\u5458\u5de5\u90fd\u6210\u4e3a\u6f5c\u5728\u7684\u6570\u636e\u5206\u6790\u5e08\uff0c\u4e0d\u518d\u5c40\u9650\u4e8e\u6280\u672f\u56e2\u961f<\/li>\n\n\n\n<li>\u52a0\u901f\u6570\u636e\u5230\u51b3\u7b56\u7684\u8f6c\u5316\uff1a\u5c06\u5206\u6790\u5468\u671f\u4ece\u6570\u5929\u7f29\u77ed\u81f3\u6570\u5206\u949f\uff0c\u5b9e\u73b0\u63a5\u8fd1\u5b9e\u65f6\u7684\u6570\u636e\u9a71\u52a8\u51b3\u7b56<\/li>\n\n\n\n<li>\u91ca\u653e\u521b\u65b0\u6f5c\u80fd\uff1a\u5f53\u4e1a\u52a1\u4e13\u5bb6\u80fd\u591f\u81ea\u7531\u63a2\u7d22\u6570\u636e\u65f6\uff0c\u5f80\u5f80\u80fd\u53d1\u73b0\u6280\u672f\u4eba\u5458\u96be\u4ee5\u5bdf\u89c9\u7684\u4e1a\u52a1\u673a\u4f1a<\/li>\n\n\n\n<li>\u8f6c\u53d8\u6570\u636e\u56e2\u961f\u89d2\u8272\uff1a\u4f7f\u6570\u636e\u4e13\u5bb6\u4ece\u65e5\u5e38\u67e5\u8be2\u5de5\u4f5c\u4e2d\u89e3\u653e\u51fa\u6765\uff0c\u8f6c\u5411\u66f4\u5177\u6218\u7565\u6027\u7684\u6570\u636e\u6cbb\u7406\u548c\u9ad8\u7ea7\u5206\u6790<\/li>\n<\/ul>\n\n\n\n<p>\u5728\u5b9e\u9645\u5e94\u7528\u4e2d\uff0c\u6570\u636e\u5206\u6790 Agent \u5df2\u5728\u591a\u4e2a\u884c\u4e1a\u5c55\u73b0\u51fa\u663e\u8457\u4ef7\u503c\u3002\u8425\u9500\u56e2\u961f\u53ef\u4ee5\u5b9e\u65f6\u5206\u6790\u6d3b\u52a8\u6548\u679c\uff0c\u65e0\u9700\u7b49\u5f85\u5206\u6790\u62a5\u544a\uff1b\u8d22\u52a1\u90e8\u95e8\u80fd\u591f\u5feb\u901f\u5ba1\u67e5\u5f02\u5e38\u4ea4\u6613\uff1b\u4ea7\u54c1\u7ecf\u7406\u53ef\u4ee5\u72ec\u7acb\u63a2\u7d22\u7528\u6237\u884c\u4e3a\u6570\u636e\uff0c\u53d1\u73b0\u6539\u8fdb\u673a\u4f1a\u3002\u8fd9\u79cd\u5373\u65f6\u7684\u6570\u636e\u6d1e\u5bdf\u80fd\u529b\u6b63\u5728\u6210\u4e3a\u4f01\u4e1a\u7ade\u4e89\u4f18\u52bf\u7684\u5173\u952e\u6765\u6e90\u3002<\/p>\n\n\n\n<p>\u76ee\u524d\uff0c\u6784\u5efa\u4f01\u4e1a\u7ea7 text2SQL Agent \u5df2\u53d8\u5f97\u8d8a\u6765\u8d8a\u4fbf\u6377\u3002\u4e9a\u9a6c\u900a\u4e91\u79d1\u6280\u4e3a GenAI \u548c\u667a\u80fd\u4f53\u5e94\u7528\u63d0\u4f9b\u5168\u9762\u4f18\u52bf\uff1a\u96c6\u6210\u9876\u7ea7\u57fa\u7840\u6a21\u578b\u7684 Bedrock \u5e73\u53f0\u3001\u5168\u6258\u7ba1\u77e5\u8bc6\u5e93\u5b9e\u73b0\u9ad8\u6548 RAG\u3001\u4f01\u4e1a\u7ea7\u5b89\u5168\u4e0e\u5408\u89c4\u4fdd\u969c\u3001\u6309\u9700\u4ed8\u8d39\u7684\u6210\u672c\u7ed3\u6784\u3001\u7b80\u5316\u7684\u5f00\u53d1\u5de5\u5177\u53ca\u4e30\u5bcc API\uff0c\u5e2e\u52a9\u4f01\u4e1a\u5feb\u901f\u6784\u5efa\u53ef\u9760 AI \u5e94\u7528\uff0c\u964d\u4f4e\u6280\u672f\u590d\u6742\u6027\u548c\u8fd0\u8425\u98ce\u9669\uff0c\u52a0\u901f\u4e1a\u52a1\u521b\u65b0\u4e0e\u8f6c\u578b\u3002\u5f00\u6e90\u5de5\u5177\u5982 Dify \u63d0\u4f9b\u4e86\u5f00\u7bb1\u5373\u7528\u7684 Agent \u6784\u5efa\u80fd\u529b\uff0c\u4f7f\u5f00\u53d1\u8005\u80fd\u591f\u5feb\u901f\u90e8\u7f72\u5177\u5907\u6570\u636e\u5206\u6790\u80fd\u529b\u7684\u667a\u80fd\u52a9\u624b\u3002\u901a\u8fc7\u7ed3\u5408\u5927\u8bed\u8a00\u6a21\u578b\u7684\u81ea\u7136\u8bed\u8a00\u7406\u89e3\u80fd\u529b\u4e0e\u4e13\u4e1a\u7684\u6570\u636e\u5e93\u8fde\u63a5\u5de5\u5177\uff0c\u4f01\u4e1a\u53ef\u4ee5\u5728\u77ed\u65f6\u95f4\u5185\u6784\u5efa\u4e00\u4e2a\u5b9a\u5236\u5316\u7684\u6570\u636e\u5206\u6790\u52a9\u624b\uff0c\u65e0\u9700\u5927\u91cf\u7684\u5f00\u53d1\u8d44\u6e90\u6295\u5165\u3002<\/p>\n\n\n\n<p>\u968f\u7740\u751f\u6210\u5f0f AI \u6280\u672f\u7684\u4e0d\u65ad\u6210\u719f\uff0cAgent \u9a71\u52a8\u7684\u6570\u636e\u5206\u6790\u6a21\u5f0f\u5c06\u4ece\u521b\u65b0\u8d70\u5411\u4e3b\u6d41\uff0c\u6210\u4e3a\u91ca\u653e\u4f01\u4e1a\u6570\u636e\u4ef7\u503c\u7684\u6807\u51c6\u65b9\u6cd5\u3002\u672c\u6587\u5c06\u8be6\u7ec6\u63a2\u8ba8\u5982\u4f55\u5728\u4e9a\u9a6c\u900a\u4e91\u79d1\u6280\u73af\u5883\u4e0a\u57fa\u4e8e Dify Agent \u5feb\u901f\u90e8\u7f72\u4e00\u4e2a\u4f01\u4e1a\u5185\u90e8\u7684\u6570\u636e\u5206\u6790\u52a9\u624b\u5e94\u7528\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>\u65b9\u6848\u4ecb\u7ecd<\/strong><\/h3>\n\n\n\n<h4 class=\"wp-block-heading\"><strong>\u5173\u4e8e GenAI Agent<\/strong><\/h4>\n\n\n\n<p>Agent-\u667a\u80fd\u4f53\u5e94\u5177\u5907\u7c7b\u4f3c\u4eba\u7c7b\u7684\u601d\u8003\u548c\u89c4\u5212\u80fd\u529b\uff0c\u62e5\u6709\u8bb0\u5fc6\u751a\u81f3\u60c5\u611f\uff0c\u5e76\u5177\u5907\u4e00\u5b9a\u7684\u6280\u80fd\u4ee5\u4fbf\u4e0e\u73af\u5883\u3001\u667a\u80fd\u4f53\u548c\u4eba\u7c7b\u8fdb\u884c\u4ea4\u4e92\uff0c\u80fd\u5b8c\u6210\u7279\u5b9a\u7684\u4efb\u52a1\u5185\u5bb9\u3002\u57fa\u4e8e LLM \u5927\u8bed\u8a00\u6a21\u578b\u7684 Agent \u5de5\u7a0b\u5b9e\u73b0\u4e0a\u53ef\u4ee5\u62c6\u5206\u51fa\u56db\u5927\u6838\u5fc3\u6a21\u5757\uff1a<strong>\u89c4\u5212\u3001\u8bb0\u5fc6\u3001\u5de5\u5177\u3001\u884c\u52a8<\/strong>\uff0c\u5982\u4e0b\u662f\u5178\u578b\u7684 Agent \u6846\u67b6\u793a\u610f\u56fe\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"372\" src=\"http:\/\/52.76.12.94\/wp-content\/uploads\/2025\/12\/image-1024x372.webp\" alt=\"\" class=\"wp-image-309\" srcset=\"https:\/\/flycloud.io\/wp-content\/uploads\/2025\/12\/image-1024x372.webp 1024w, https:\/\/flycloud.io\/wp-content\/uploads\/2025\/12\/image-300x109.webp 300w, https:\/\/flycloud.io\/wp-content\/uploads\/2025\/12\/image-768x279.webp 768w, https:\/\/flycloud.io\/wp-content\/uploads\/2025\/12\/image-18x7.webp 18w, https:\/\/flycloud.io\/wp-content\/uploads\/2025\/12\/image.webp 1189w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>\u76ee\u524d\u4e1a\u754c\u53ef\u4ee5\u5b9e\u73b0 Agent \u7f16\u6392\u7684\u6846\u67b6\u548c\u5de5\u5177\u6709\u5f88\u591a\uff0c\u4f8b\u5982\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Amazon Bedrock Agent\u3002\u7279\u70b9\uff1a\u5168\u6258\u7ba1\u3002Amazon Bedrock Agent \u652f\u6301\u96c6\u6210 Bedrock \u5185\u7f6e\u7684\u5b89\u5168\/\u53ef\u7528\u6027\u673a\u5236\/RAG \u7b49\u80fd\u529b\uff0c\u4fbf\u6377\u96c6\u6210 AWS \u5404\u79cd\u670d\u52a1\uff0c\u65b0\u589e\u7684 Multi-Agent \u534f\u4f5c\u53ef\u4ee5\u5e94\u5bf9\u590d\u6742\u5de5\u4f5c\u6d41\u7a0b\u7f16\u6392\u9700\u8981\u3002<\/li>\n\n\n\n<li>Langgraph\u3002\u7279\u70b9\uff1a\u4e30\u5bcc\u7075\u6d3b\u3002Langchain \u63a8\u51fa\u7684 Agent \u5e94\u7528\u7f16\u6392\u5f00\u53d1\u5de5\u5177\uff0c\u63d0\u4f9b\u4e86\u66f4\u7ec6\u7c92\u5ea6\u548c\u7075\u6d3b\u7684\u7f16\u6392\u80fd\u529b\uff0c\u5141\u8bb8\u5f00\u53d1\u8005\u901a\u8fc7\u7f16\u7a0b\u65b9\u5f0f\u81ea\u5b9a\u4e49\u548c\u4f18\u5316 AI Agent \u7684\u884c\u4e3a\u3002\u9700\u8981\u5f00\u53d1\u8005\u5177\u5907\u4e00\u5b9a\u7684\u7f16\u7a0b\u57fa\u7840\u200c\u3002<\/li>\n\n\n\n<li>Dify\u3002\u7279\u70b9\uff1a\u4f4e\u4ee3\u7801\uff0c\u5f00\u7bb1\u5373\u7528\u3002\u652f\u6301\u591a\u79cd LLM \u6a21\u578b\uff0c\u91c7\u7528\u4f4e\u4ee3\u7801\u53ef\u89c6\u5316\u7684\u65b9\u5f0f\uff0c\u652f\u6301 Agent\/workflow \u7b49\u7684\u7f16\u6392\uff0c\u975e\u7a0b\u5e8f\u5458\u4e5f\u53ef\u4ee5\u5feb\u901f\u4e0a\u624b\u3002<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\"><strong>\u5728\u4e9a\u9a6c\u900a\u4e91\u79d1\u6280\u90e8\u7f72 Agent \u65b9\u6848\u7684\u4f18\u52bf<\/strong><\/h4>\n\n\n\n<p>\u4e9a\u9a6c\u900a\u4e91\u79d1\u6280\u4e3a\u90e8\u7f72 Dify \u548c GenAI Agent \u89e3\u51b3\u65b9\u6848\u63d0\u4f9b\u4e86\u72ec\u7279\u4f18\u52bf\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u4e9a\u9a6c\u900a\u4e91\u79d1\u6280\u901a\u8fc7 Amazon Bedrock \u63d0\u4f9b\u4e86\u5168\u6258\u7ba1\u7684\u57fa\u7840\u6a21\u578b\u670d\u52a1\uff0c\u5141\u8bb8\u4f01\u4e1a\u65e0\u7f1d\u8bbf\u95ee Anthropic Claude\u3001Amazon Nova\u3001AI21\u3001Cohere \u7b49\u9886\u5148\u7684\u57fa\u7840\u6a21\u578b\uff0c\u8fd9\u4e3a Dify Agent \u63d0\u4f9b\u4e86\u5f3a\u5927\u7684\u5e95\u5c42\u80fd\u529b\u652f\u6491\u3002\u4f01\u4e1a\u65e0\u9700\u81ea\u5efa\u590d\u6742\u7684\u6a21\u578b\u57fa\u7840\u8bbe\u65bd\uff0c\u5373\u53ef\u5feb\u901f\u90e8\u7f72\u5177\u5907\u5148\u8fdb\u7406\u89e3\u548c\u63a8\u7406\u80fd\u529b\u7684\u667a\u80fd\u5e94\u7528\u3002\u4e5f\u53ef\u4ee5\u7ed3\u5408 Amazon Bedrock Knowledge Base \u548c Amazon Bedrock Guardrails \u63d0\u5347\u5185\u5bb9\u51c6\u786e\u6027\u548c\u589e\u52a0\u5185\u5bb9\u5ba1\u67e5\u5b89\u5168\u62a4\u680f\u7b49\u3002<\/li>\n\n\n\n<li>\u4e9a\u9a6c\u900a\u4e91\u79d1\u6280\u62e5\u6709\u5b8c\u6574\u7684\u6570\u636e\u670d\u52a1\u4f53\u7cfb\uff0c\u4ece\u6570\u636e\u5b58\u50a8\uff08S3\u3001RDS\uff09\u3001\u6570\u636e\u5904\u7406\uff08EMR\u3001Glue\uff09\u5230\u6570\u636e\u5206\u6790\uff08Redshift\u3001Athena\uff09\uff0c\u4e3a Agent \u63d0\u4f9b\u4e86\u7aef\u5230\u7aef\u7684\u6570\u636e\u7ba1\u9053\u652f\u6301\u3002<\/li>\n\n\n\n<li>\u4f5c\u4e3a\u4f01\u4e1a\u7ea7\u4e91\u8ba1\u7b97\u9886\u5bfc\u8005\uff0c\u4e9a\u9a6c\u900a\u4e91\u79d1\u6280\u63d0\u4f9b\u4e86\u5168\u9762\u7684\u5b89\u5168\u63a7\u5236\u673a\u5236\uff0c\u5305\u62ec IAM \u8eab\u4efd\u8ba4\u8bc1\u3001KMS \u52a0\u5bc6\u3001VPC \u7f51\u7edc\u9694\u79bb\u7b49\uff0c\u89e3\u51b3\u4e86\u4f01\u4e1a\u5bf9 AI \u5e94\u7528\u4e2d\u6570\u636e\u5b89\u5168\u3001\u8bbf\u95ee\u63a7\u5236\u7684\u4e25\u683c\u8981\u6c42\u3002<\/li>\n\n\n\n<li>\u4e30\u5bcc\u7684 API \u548c\u670d\u52a1\u96c6\u6210\u80fd\u529b\uff0c\u4f7f Dify \u7b49\u6846\u67b6\u90e8\u7f72\u7684 Agent \u80fd\u591f\u8f7b\u677e\u8fde\u63a5\u4f01\u4e1a\u73b0\u6709\u7684\u6570\u636e\u6e90\u3001\u5e94\u7528\u7cfb\u7edf\u548c\u4e1a\u52a1\u6d41\u7a0b\u3002\u65e0\u8bba\u662f\u901a\u8fc7 AWS Lambda \u5b9e\u73b0\u81ea\u5b9a\u4e49\u903b\u8f91\uff0c\u8fd8\u662f\u5229\u7528 Amazon EventBridge \u6784\u5efa\u4e8b\u4ef6\u9a71\u52a8\u7684 Agent \u6d41\u7a0b\uff0c\u90fd\u80fd\u591f\u5b9e\u73b0\u9ad8\u5ea6\u5b9a\u5236\u5316\u7684\u4f01\u4e1a\u667a\u80fd\u89e3\u51b3\u65b9\u6848\u3002<\/li>\n\n\n\n<li>\u904d\u5e03\u5168\u7403\u7684\u6570\u636e\u4e2d\u5fc3\u548c\u53ef\u7528\u533a\uff0c\u4e3a\u8de8\u56fd\u4f01\u4e1a\u63d0\u4f9b\u4e86\u4f4e\u5ef6\u8fdf\u3001\u9ad8\u53ef\u7528\u7684\u90e8\u7f72\u73af\u5883\uff0c\u786e\u4fdd Agent \u670d\u52a1\u7684\u5168\u7403\u4e00\u81f4\u6027\u4f53\u9a8c\uff0c\u540c\u65f6\u6ee1\u8db3\u4e0d\u540c\u5730\u533a\u7684\u6570\u636e\u4e3b\u6743\u5408\u89c4\u8981\u6c42\u3002<\/li>\n<\/ul>\n\n\n\n<p>\u5bf9\u4e8e\u6b63\u5728\u8003\u8651\u90e8\u7f72\u4f01\u4e1a\u7ea7 Agent \u89e3\u51b3\u65b9\u6848\u7684\u7ec4\u7ec7\u800c\u8a00\uff0c\u4e9a\u9a6c\u900a\u4e91\u79d1\u6280\u63d0\u4f9b\u4e86\u4ece\u57fa\u7840\u8bbe\u65bd\u3001\u5b89\u5168\u5408\u89c4\u5230 AI \u670d\u52a1\u7684\u5b8c\u6574\u6280\u672f\u6808\uff0c\u4f7f\u5176\u6210\u4e3a\u6784\u5efa\u3001\u90e8\u7f72\u548c\u6269\u5c55 Agent \u7684\u7406\u60f3\u5e73\u53f0\u9009\u62e9\uff0c\u80fd\u591f\u52a0\u901f\u4f01\u4e1a\u4ece\u6982\u5ff5\u9a8c\u8bc1\u5230\u751f\u4ea7\u7ea7\u5e94\u7528\u7684\u8f6c\u53d8\u8fc7\u7a0b\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\"><strong>\u5173\u4e8e Dify<\/strong><\/h4>\n\n\n\n<p>Dify \u662f\u4e00\u6b3e\u5f00\u6e90\u7684\u5927\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09\u5e94\u7528\u5f00\u53d1\u5e73\u53f0\uff0c\u5f00\u53d1\u8005\u53ef\u4ee5\u5feb\u901f\u642d\u5efa\u751f\u6210\u5f0f AI \u5e94\u7528\u3002Dify \u5185\u7f6e\u4e86\u6784\u5efa LLM \u5e94\u7528\u6240\u9700\u7684\u5173\u952e\u6280\u672f\u6808\uff0c\u5305\u62ec\u5bf9\u6570\u767e\u4e2a\u6a21\u578b\uff08Amazon Bedrock\u3001DeepSeek \u7b49\uff09\u7684\u652f\u6301\u3001\u76f4\u89c2\u7684 Prompt \u7f16\u6392\u754c\u9762\u3001RAG \u5f15\u64ce\u3001Agent \u6846\u67b6\u3001\u7075\u6d3b\u7684\u6d41\u7a0b\u7f16\u6392\uff0c\u5e76\u540c\u65f6\u63d0\u4f9b\u4e86\u4e00\u5957\u6613\u7528\u7684\u754c\u9762\u548c API\u3002\u8fd9\u4e3a\u5f00\u53d1\u8005\u8282\u7701\u4e86\u65f6\u95f4\uff0c\u4f7f\u5176\u53ef\u4ee5\u4e13\u6ce8\u5728\u521b\u65b0\u548c\u4e1a\u52a1\u9700\u6c42\u4e0a\u3002Dify \u662f\u5f00\u6e90\u7684\u3002<\/p>\n\n\n\n<p>\u4f4e\u4ee3\u7801\u4e3b\u8981\u6307 Agent \u7f16\u6392\u8fc7\u7a0b\uff0c\u5728\u5de5\u5177\u6240\u9700\u8981\u7528\u5230\u7684 API \u5c01\u88c5\u548c\u8c03\u7528\u8fd8\u662f\u9700\u8981\u4e00\u5b9a\u7684\u4ee3\u7801\uff0c\u6587\u4e2d\u4f1a\u7ed9\u51fa\u793a\u4f8b\u7684\u4ee3\u7801\u4f5c\u4e3a\u53c2\u8003\u3002Agent \u5728\u8c03\u7528\u5de5\u5177\u8fc7\u7a0b\u4e2d\u9700\u8981\u4e0e\u5916\u90e8\u73af\u5883\/\u6570\u636e\u8fdb\u884c\u4ea4\u4e92\uff0c\u8bfb\u53d6\u548c\u5199\u5165\u4e3b\u8981\u662f\u901a\u8fc7 API \u8fdb\u884c\uff0c\u5982\u679c\u4f01\u4e1a\u5185\u90e8\u5df2\u7ecf\u5f62\u6210\u6807\u51c6\u548c\u89c4\u8303\u7684 API \u6c60\uff0c\u5c06\u5927\u5e45\u63d0\u5347 Agent \u667a\u80fd\u4f53\u5f00\u53d1\u7684\u6548\u7387<\/p>\n\n\n\n<p>\u672c\u6587\u6211\u4eec\u57fa\u4e8e\u4e9a\u9a6c\u900a\u4e91\u79d1\u6280\u63d0\u4f9b\u7684\u4e30\u5bcc\u7684\u670d\u52a1\u4ee5\u53ca GenAI \u80fd\u529b\u548c LLM \u6a21\u578b\uff0c\u7ed3\u5408 Dify \u53ef\u89c6\u5316\u7f16\u6392\u7684\u80fd\u529b\u5feb\u901f\u6784\u5efa\u4e00\u4e2a\u6570\u636e\u5206\u6790\u52a9\u624b\u7684 Agent \u5e94\u7528\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\"><strong>\u6d41\u7a0b\u8bbe\u8ba1<\/strong><\/h4>\n\n\n\n<p>\u6211\u4eec\u4ee5\u4f01\u4e1a HR \u667a\u80fd\u52a9\u624b\u573a\u666f\u4e3a\u4f8b\uff0c\u642d\u5efa\u4e00\u4e2a\u652f\u6301 RAG \u53ca text2SQL \u6570\u636e\u5206\u6790\u7684\u667a\u80fd Agent\u3002\u4e1a\u52a1\u6d41\u7a0b\u53c2\u8003\uff1a<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"559\" src=\"http:\/\/52.76.12.94\/wp-content\/uploads\/2025\/12\/image-1-1024x559.webp\" alt=\"\" class=\"wp-image-310\" srcset=\"https:\/\/flycloud.io\/wp-content\/uploads\/2025\/12\/image-1-1024x559.webp 1024w, https:\/\/flycloud.io\/wp-content\/uploads\/2025\/12\/image-1-300x164.webp 300w, https:\/\/flycloud.io\/wp-content\/uploads\/2025\/12\/image-1-768x419.webp 768w, https:\/\/flycloud.io\/wp-content\/uploads\/2025\/12\/image-1-18x10.webp 18w, https:\/\/flycloud.io\/wp-content\/uploads\/2025\/12\/image-1.webp 1373w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<h4 class=\"wp-block-heading\"><strong>\u90e8\u7f72\u5b9e\u6218<\/strong><\/h4>\n\n\n\n<p>\u4e00\u3001\u90e8\u7f72 Dify\u3002\u5982\u679c\u7528\u4e8e\u6d4b\u8bd5\/POC \u573a\u666f\uff0c\u53ef\u4ee5\u53c2\u8003 Dify \u5b98\u7f51\u901a\u8fc7 Docker Compose \u90e8\u7f72\uff1a<a href=\"https:\/\/xie.infoq.cn\/link?target=https%3A%2F%2Fdocs.dify.ai%2Fzh-hans%2Fgetting-started%2Finstall-self-hosted%2Fdocker-compose\">https:\/\/docs.dify.ai\/zh-hans\/getting-started\/install-self-hosted\/docker-compose<\/a>\uff0c\u6216\u53c2\u8003\u5982\u4e0b workshop \u5185\u5bb9\u90e8\u7f72 Dify \u73af\u5883\uff1a<a href=\"https:\/\/xie.infoq.cn\/link?target=https%3A%2F%2Fcatalog.us-east-1.prod.workshops.aws%2Fworkshops%2F2c19fcb1-1f1c-4f52-b759-0ca4d2ae2522%2Fzh-CN\">https:\/\/catalog.us-east-1.prod.workshops.aws\/workshops\/2c19fcb1-1f1c-4f52-b759-0ca4d2ae2522\/zh-CN<\/a>\u3002<\/p>\n\n\n\n<p>\u5bf9\u4e8e\u751f\u4ea7\u73af\u5883\u573a\u666f\uff0c\u6211\u4eec\u5efa\u8bae\u901a\u8fc7 Amazon EKS\u3001Amazon S3\u3001Aurora PostgreSQL\u3001ElastiCache for Redis\u3001Amazon Bedrock \u90e8\u7f72\u9ad8\u53ef\u7528\u67b6\u6784\uff0c\u90e8\u7f72\u65b9\u6848\u53c2\u8003\uff1a<a href=\"https:\/\/xie.infoq.cn\/link?target=https%3A%2F%2Faws.amazon.com%2Fcn%2Fblogs%2Fchina%2Fdeploying-high-availability-dify-based-on-amazon-eks%2F\">https:\/\/aws.amazon.com\/cn\/blogs\/china\/deploying-high-availability-dify-based-on-amazon-eks\/<\/a>\u3002<\/p>\n\n\n\n<p><strong>\u53c2\u8003\u67b6\u6784<\/strong><\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/static001.geekbang.org\/infoq\/08\/0840af37c0c6fe393d858821ebebe128.png\" alt=\"\"\/><\/figure>\n\n\n\n<p><strong>\u6280\u672f\u8981\u70b9<\/strong><\/p>\n\n\n\n<p>1\u3001\u67b6\u6784\u8bbe\u8ba1<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u4ee5 Amazon EKS \u4e3a\u6838\u5fc3\uff1a\u5229\u7528 Kubernetes \u7f16\u6392\u80fd\u529b\u90e8\u7f72 Dify \u7684\u4e09\u4e2a\u6838\u5fc3\u4e1a\u52a1\u7ec4\u4ef6\u548c\u516d\u4e2a\u57fa\u7840\u7ec4\u4ef6<\/li>\n\n\n\n<li>\u9ad8\u53ef\u7528\u6027\u8bbe\u8ba1\uff1a\u901a\u8fc7\u589e\u52a0\u6838\u5fc3\u670d\u52a1\u526f\u672c\u6570\u91cf\u5b9e\u73b0\u9ad8\u53ef\u7528<\/li>\n\n\n\n<li>\u4e9a\u9a6c\u900a\u4e91\u79d1\u6280\u6258\u7ba1\u670d\u52a1\u96c6\u6210\uff1a\u4f7f\u7528 Amazon S3\u3001Aurora PostgreSQL\u3001ElastiCache for Redis \u66ff\u4ee3\u5185\u7f6e\u7ec4\u4ef6\uff0c\u63d0\u5347\u53ef\u9760\u6027<\/li>\n<\/ul>\n\n\n\n<p>2\u3001\u57fa\u7840\u7ec4\u4ef6\u914d\u7f6e<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u5411\u91cf\u6570\u636e\u5e93\uff1a\u4f7f\u7528 Aurora PostgreSQL \u4f5c\u4e3a\u5411\u91cf\u6570\u636e\u5e93<\/li>\n\n\n\n<li>\u5173\u7cfb\u578b\u6570\u636e\u5e93\uff1a\u4f7f\u7528 Aurora PostgreSQL \u5b58\u50a8\u7ed3\u6784\u5316\u6570\u636e\uff0c\u5c06\u5173\u7cfb\u578b\u6570\u636e\u5e93\u4e0e\u5411\u91cf\u6570\u636e\u5e93\u7edf\u4e00\u4f7f\u7528 Aurora \u4ee5\u7b80\u5316\u67b6\u6784<\/li>\n\n\n\n<li>\u7f13\u5b58\u4e0e\u6d88\u606f\u961f\u5217\uff1a\u91c7\u7528 ElastiCache for Redis \u5904\u7406\u7f13\u5b58\u548c Celery \u6d88\u606f\u961f\u5217<\/li>\n<\/ul>\n\n\n\n<p>3\u3001\u90e8\u7f72\u6d41\u7a0b<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Helm Charts \u90e8\u7f72\uff1a\u4fbf\u4e8e\u7ba1\u7406\u4e0e\u5347\u7ea7<\/li>\n\n\n\n<li>\u5b89\u5168\u51ed\u8bc1\u7ba1\u7406\uff1a\u901a\u8fc7 Kubernetes Secret \u5b58\u50a8\u654f\u611f\u4fe1\u606f\uff08AK\/SK\u3001\u6570\u636e\u5e93\u5bc6\u7801\u7b49\uff09<\/li>\n\n\n\n<li>\u670d\u52a1\u914d\u7f6e\u4f18\u5316\uff1a\u901a\u8fc7 yaml \u914d\u7f6e\u6587\u4ef6\u5b9a\u5236\u5316\u90e8\u7f72\u53c2\u6570<\/li>\n\n\n\n<li>\u8d1f\u8f7d\u5747\u8861\u4e0e\u5165\u53e3\uff1a\u914d\u7f6e AWS Load Balancer Controller \u521b\u5efa ALB \u7c7b\u578b\u7684 Ingress<\/li>\n<\/ul>\n\n\n\n<p>4\u3001\u5b89\u5168\u8003\u91cf<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>TLS \u52a0\u5bc6\u914d\u7f6e\uff1a\u914d\u7f6e HTTPS \u8bbf\u95ee\u5e76\u96c6\u6210 ACM \u8bc1\u4e66<\/li>\n\n\n\n<li>Secret \u52a0\u5bc6\uff1a\u63a8\u8350\u4f7f\u7528 Amazon KMS \u52a0\u5bc6 Kubernetes Secret<\/li>\n\n\n\n<li>Redis \u5b89\u5168\u914d\u7f6e\uff1a\u5f00\u542f\u5bc6\u7801\u8ba4\u8bc1\u548c SSL \u52a0\u5bc6\u4f20\u8f93<\/li>\n<\/ul>\n\n\n\n<p>5\u3001\u6027\u80fd\u4f18\u5316<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Graviton \u5904\u7406\u5668\uff1a\u652f\u6301\u4f7f\u7528 AWS Graviton3 \u5b9e\u4f8b\uff0c\u63d0\u5347\u6027\u4ef7\u6bd4<\/li>\n\n\n\n<li>\u591a\u526f\u672c\u6269\u5c55\uff1a\u6838\u5fc3\u670d\u52a1\u7ec4\u4ef6\u652f\u6301\u6c34\u5e73\u6269\u5c55\u4ee5\u5e94\u5bf9\u589e\u957f\u7684\u8d1f\u8f7d<\/li>\n<\/ul>\n\n\n\n<p>\u540c\u65f6\uff0c\u4e9a\u9a6c\u900a\u4e91\u79d1\u6280\u63d0\u4f9b\u4e30\u5bcc\u7684 Serverless \u4ea7\u54c1\u80fd\u529b\uff0c\u5168 Serverless \u67b6\u6784\u90e8\u7f72 Dify \u53c2\u8003\uff1a<a href=\"https:\/\/xie.infoq.cn\/link?target=https%3A%2F%2Fgithub.com%2Faws-samples%2Fsample-serverless-dify-stack\">https:\/\/github.com\/aws-samples\/sample-serverless-dify-stack<\/a>\u3002<\/p>\n\n\n\n<p>\u6b64\u67b6\u6784\u57fa\u4e8e\u5b9e\u9645\u9700\u6c42\u4f18\u5316\u8d44\u6e90\u5229\u7528\u7387\uff0c\u901a\u8fc7\u5f39\u6027\u4f38\u7f29\u786e\u4fdd\u7ecf\u6d4e\u6548\u76ca\uff0c\u5ba2\u6237\u53ef\u4ee5\u6839\u636e\u81ea\u8eab\u9700\u6c42\u7075\u6d3b\u9009\u62e9\u3002<\/p>\n\n\n\n<p>\u4e8c\u3001\u6dfb\u52a0\u77e5\u8bc6\u5e93<\/p>\n\n\n\n<p>\u5728\u751f\u4ea7\u73af\u5883\u4e2d\u6211\u4eec\u5efa\u8bae\u4f7f\u7528 External Knowledge API \u7ed3\u5408 Amazon Bedrock Knowledge Base \u63d0\u4f9b\u7684\u4e30\u5bcc\u7684 RAG \u80fd\u529b\u8fdb\u884c\u6269\u5c55\u3002\u53c2\u8003\uff1a<a href=\"https:\/\/xie.infoq.cn\/link?target=https%3A%2F%2Fdocs.dify.ai%2Flearn-more%2Fuse-cases%2Fhow-to-connect-aws-bedrock\">https:\/\/docs.dify.ai\/learn-more\/use-cases\/how-to-connect-aws-bedrock<\/a>\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"377\" src=\"http:\/\/52.76.12.94\/wp-content\/uploads\/2025\/12\/image-2-1024x377.webp\" alt=\"\" class=\"wp-image-311\" srcset=\"https:\/\/flycloud.io\/wp-content\/uploads\/2025\/12\/image-2-1024x377.webp 1024w, https:\/\/flycloud.io\/wp-content\/uploads\/2025\/12\/image-2-300x111.webp 300w, https:\/\/flycloud.io\/wp-content\/uploads\/2025\/12\/image-2-768x283.webp 768w, https:\/\/flycloud.io\/wp-content\/uploads\/2025\/12\/image-2-18x7.webp 18w, https:\/\/flycloud.io\/wp-content\/uploads\/2025\/12\/image-2.webp 1069w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p><strong>\u6280\u672f\u8981\u70b9<\/strong><\/p>\n\n\n\n<p>1\u3001\u9ad8\u7ea7\u68c0\u7d22\u4e0e\u5b9a\u5236\u5316<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u591a\u79cd\u9ad8\u7ea7\u6570\u636e\u5206\u5757\u9009\u9879:\u8bed\u4e49\u5206\u5757\u3001\u5c42\u6b21\u5206\u5757\u3001\u56fa\u5b9a\u5927\u5c0f\u5206\u5757<\/li>\n\n\n\n<li>\u652f\u6301\u81ea\u5b9a\u4e49\u5206\u5757\u4ee3\u7801\uff08Lambda \u51fd\u6570\uff09<\/li>\n\n\n\n<li>\u4e0e LangChain \u548c LlamaIndex \u7b49\u6846\u67b6\u517c\u5bb9<\/li>\n\n\n\n<li>\u4f7f\u7528 GraphRAG \u6539\u8fdb\u68c0\u7d22\u51c6\u786e\u6027\uff08\u901a\u8fc7 Neptune Analytics\uff09<\/li>\n<\/ul>\n\n\n\n<p>2\u3001\u5f3a\u5927\u7684 API \u529f\u80fd<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Retrieve API\uff1a\u68c0\u7d22\u5305\u62ec\u89c6\u89c9\u5143\u7d20\u5728\u5185\u7684\u76f8\u5173\u7ed3\u679c<\/li>\n\n\n\n<li>RetrieveAndGenerate API\uff1a\u81ea\u52a8\u589e\u5f3a\u57fa\u7840\u6a21\u578b\u63d0\u793a\u5e76\u8fd4\u56de\u54cd\u5e94<\/li>\n\n\n\n<li>\u652f\u6301\u8fc7\u6ee4\u548c\u91cd\u65b0\u6392\u5e8f\uff0c\u63d0\u9ad8\u7ed3\u679c\u76f8\u5173\u6027<\/li>\n<\/ul>\n\n\n\n<p>3\u3001\u900f\u660e\u5ea6\u4e0e\u53ef\u9760\u6027<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u6240\u6709\u68c0\u7d22\u4fe1\u606f\u90fd\u63d0\u4f9b\u5f15\u7528\uff08\u5305\u62ec\u89c6\u89c9\u5185\u5bb9\uff09<\/li>\n\n\n\n<li>\u6539\u8fdb\u900f\u660e\u5ea6\u5e76\u6700\u5c0f\u5316\u5e7b\u89c9<\/li>\n\n\n\n<li>\u53ef\u96c6\u6210\u5230 Amazon Bedrock Agents \u4e2d\uff0c\u63d0\u4f9b\u4e0a\u4e0b\u6587\u4fe1\u606f<\/li>\n<\/ul>\n\n\n\n<p>4\u3001\u591a\u6837\u5316\u7684\u5411\u91cf\u5b58\u50a8\u9009\u62e9<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Amazon Aurora\u3001OpenSearch Serverless\u3001Neptune Analytics<\/li>\n\n\n\n<li>MongoDB\u3001Pinecone \u548c Redis Enterprise Cloud<\/li>\n\n\n\n<li>Amazon Kendra \u6df7\u5408\u641c\u7d22\u7d22\u5f15<\/li>\n<\/ul>\n\n\n\n<p>\u8fd9\u4e9b\u529f\u80fd\u4f7f\u5f00\u53d1\u8005\u80fd\u591f\u8f7b\u677e\u6784\u5efa\u9ad8\u7cbe\u5ea6\u7684\u751f\u6210\u5f0f AI \u5e94\u7528\uff0c\u540c\u65f6\u786e\u4fdd\u56de\u7b54\u57fa\u4e8e\u5b9e\u9645\u6570\u636e\u5e76\u63d0\u4f9b\u9002\u5f53\u7684\u6765\u6e90\u5f15\u7528\u3002<\/p>\n\n\n\n<p>\u4e09\u3001\u90e8\u7f72\u6570\u636e\u5e93\uff0c\u5bfc\u5165\u793a\u4f8b\u6570\u636e\u3002\u8fd9\u91cc\u6211\u4eec\u901a\u8fc7 Amazon RDS \u521b\u5efa\u4e00\u4e2a MySQL \u6570\u636e\u5e93\uff0c\u5e76\u4f7f\u7528 MySQL \u5b98\u65b9\u63d0\u4f9b\u7684\u5458\u5de5\u7ba1\u7406\u6570\u636e\u5e93\u8fdb\u884c\u5bfc\u5165 <a href=\"https:\/\/xie.infoq.cn\/link?target=https%3A%2F%2Fgithub.com%2Fdatacharmer%2Ftest_db\">https:\/\/github.com\/datacharmer\/test_db<\/a><\/p>\n\n\n\n<p>\u53c2\u8003 CLI \u547d\u4ee4<\/p>\n\n\n\n<pre class=\"wp-block-preformatted\"><code>aws rds create-db-instance \\<\/code><code>--db-instance-identifier mydb \\<\/code><code>--db-instance-class db.m7g.large \\<\/code><code>--engine mysql \\<\/code><code>--engine-version 8.0.40 \\<\/code><code>--allocated-storage 20 \\<\/code><code>--master-username admin \\<\/code><code>--master-user-password xxxxxxxx \\<\/code><code>--port 3306 \\<\/code><code>--db-name mydatabase \\<\/code><code>--storage-type gp3 \\<\/code><code>--publicly-accessible \\<\/code><code>--backup-retention-period 7 \\<\/code><code>--multi-az \\<\/code><code>--tags Key=Environment,Value=Development<\/code><code><\/code><\/pre>\n\n\n\n<p>\u90e8\u7f72\u4e86\u793a\u4f8b\u6570\u636e\u5e93\u540e\uff0c\u7f16\u6392 Agent \u9700\u8981\u901a\u8fc7 tools \u8c03\u7528 API \u7684\u65b9\u5f0f\u8bbf\u95ee\u6570\u636e\u5e93\uff0c\u56e0\u6b64\u9700\u8981\u90e8\u7f72\u4e00\u4e2a\u8bbf\u95ee\u6570\u636e\u5e93\u7684 API Server\uff0c\u5982\u4e0b\u662f\u8fd0\u884c API Server \u7684\u793a\u4f8b\u4ee3\u7801\uff0c\u53ef\u4ee5\u901a\u8fc7 Nohup python demo.py &amp; \u7684\u65b9\u5f0f\u5728\u670d\u52a1\u5668\u4e0a\u8fd0\u884c\u3002<\/p>\n\n\n\n<pre class=\"wp-block-preformatted\"><code>from starlette.applications import Starlette<\/code><code>from starlette.responses import JSONResponse<\/code><code>from starlette.routing import Route<\/code><code>from sqlalchemy.engine.url import URL<\/code><code>import pymysql<\/code><code>import asyncio<\/code><code>from sqlalchemy import create_engine, text<\/code><code>from typing import List, Dict, Any, Optional, Tuple<\/code><code>from pydantic import BaseModel, validator<\/code><code>import databases<\/code><code>from contextlib import contextmanager<\/code><code><br><\/code><code># Data model for database structure information<\/code><code>class DatabaseStructure(BaseModel):<\/code><code>    \"\"\"Model representing database table structure\"\"\"<\/code><code>    name: str <\/code><code>    fields: List[Tuple[str, str]]<\/code><code>    preview_rows: Optional[List[Tuple]] = None<\/code><code><br><\/code><code><br><\/code><code># Database connection handler<\/code><code>@contextmanager<\/code><code>def create_db_connection(server: str, username: str, pwd: str, database: str):<\/code><code>    \"\"\"<\/code><code>    Creates and manages database connection<\/code><code>    <\/code><code>    Args:<\/code><code>        server: Database server address<\/code><code>        username: Database login name<\/code><code>        pwd: Database password<\/code><code>        database: Target database name<\/code><code>    \"\"\"<\/code><code>    try:<\/code><code>        # Construct connection string<\/code><code>        connection_string = f\"mysql+pymysql:\/\/{username}:{pwd}@{server}:3306\/{database}\"<\/code><code>        engine = create_engine(connection_string)<\/code><code>        connection = engine.connect()<\/code><code>        yield connection<\/code><code>    except Exception as error:<\/code><code>        raise RuntimeError(f\"Database connection error: {str(error)}\")<\/code><code>    finally:<\/code><code>        if 'connection' in locals():<\/code><code>            connection.close()<\/code><code><br><\/code><code><br><\/code><code># Retrieve database schema information<\/code><code>async def fetch_schema(request):<\/code><code>    \"\"\"Endpoint for retrieving database structure information\"\"\"<\/code><code>    params = request.query_params<\/code><code>    server = params.get('server')<\/code><code>    username = params.get('username')<\/code><code>    pwd = params.get('pwd')<\/code><code>    database = params.get('database')<\/code><code>    <\/code><code>    if not all([server, username, pwd, database]):<\/code><code>        return JSONResponse({\"error\": \"Missing connection parameters\"}, status_code=400)<\/code><code>    <\/code><code>    try:<\/code><code>        with create_db_connection(server, username, pwd, database) as conn:<\/code><code>            # Get all tables<\/code><code>            tables_query = text(\"SHOW TABLES\")<\/code><code>            tables_result = conn.execute(tables_query)<\/code><code>            tables = [row[0] for row in tables_result]<\/code><code>            <\/code><code>            schema_info = []<\/code><code>            <\/code><code>            for table in tables:<\/code><code>                # Get columns information<\/code><code>                columns_query = text(f\"DESCRIBE {table}\")<\/code><code>                columns_result = conn.execute(columns_query)<\/code><code>                columns = [(row[0], row[1]) for row in columns_result]<\/code><code>                <\/code><code>                # Get sample data<\/code><code>                sample_query = text(f\"SELECT * FROM {table} LIMIT 3\")<\/code><code>                sample_result = conn.execute(sample_query)<\/code><code>                samples = [tuple(row) for row in sample_result]<\/code><code>                <\/code><code>                table_info = DatabaseStructure(<\/code><code>                    name=table,<\/code><code>                    fields=columns,<\/code><code>                    preview_rows=samples<\/code><code>                )<\/code><code>                schema_info.append(table_info.dict())<\/code><code>                <\/code><code>            return JSONResponse({\"database_structure\": schema_info})<\/code><code>    except Exception as e:<\/code><code>        return JSONResponse({\"error\": str(e)}, status_code=500)<\/code><code><br><\/code><code><br><\/code><code># Execute SQL query<\/code><code>async def run_sql_query(request):<\/code><code>    \"\"\"Endpoint for running SQL queries against the database\"\"\"<\/code><code>    data = await request.json()<\/code><code>    sql_statement = data.get('sql_statement')<\/code><code>    server = data.get('server')<\/code><code>    username = data.get('username')<\/code><code>    pwd = data.get('pwd')<\/code><code>    database = data.get('database')<\/code><code>    <\/code><code>    if not all([sql_statement, server, username, pwd, database]):<\/code><code>        return JSONResponse({\"error\": \"Missing required parameters\"}, status_code=400)<\/code><code>    <\/code><code>    try:<\/code><code>        with create_db_connection(server, username, pwd, database) as conn:<\/code><code>            result = conn.execute(text(sql_statement))<\/code><code>            <\/code><code>            if result.returns_rows:<\/code><code>                columns = result.keys()<\/code><code>                data = [dict(zip(columns, row)) for row in result]<\/code><code>                return JSONResponse({\"result\": data})<\/code><code>            else:<\/code><code>                return JSONResponse({\"message\": \"Query executed successfully\"})<\/code><code>    except Exception:<\/code><code>        return JSONResponse({\"error\": \"Query execution failed. Please check your SQL syntax.\"}, status_code=400)<\/code><code><br><\/code><code><br><\/code><code># Routes configuration<\/code><code>routes = [<\/code><code>    Route('\/database-schema', endpoint=fetch_schema, methods=[\"GET\"]),<\/code><code>    Route('\/query', endpoint=run_sql_query, methods=[\"POST\"]),<\/code><code>]<\/code><code><br><\/code><code># Initialize application<\/code><code>api = Starlette(routes=routes)<\/code><code><br><\/code><code># Server startup<\/code><code>if __name__ == \"__main__\":<\/code><code>    import uvicorn<\/code><code>    uvicorn.run(api, host=\"0.0.0.0\", port=8080)<\/code><code><\/code><\/pre>\n\n\n\n<p>\u56db\u3001\u90e8\u7f72\u597d Dify \u53ca API Server\uff0c\u6211\u4eec\u53ef\u4ee5\u8fdb\u884c Agent \u7684\u7f16\u6392\u3002\u4e0d\u540c\u4e8e Workflow \u6216\u57fa\u4e8e DAG \u56fe\u7684\u7f16\u6392\u65b9\u5f0f\uff0cDify \u4e2d\u53ef\u4ee5\u57fa\u4e8e\u81ea\u7136\u8bed\u8a00\u548c\u5f00\u7bb1\u5373\u7528\u7684\u65b9\u5f0f\u5feb\u901f\u642d\u5efa Agent\u3002\u4e0b\u56fe\u5c55\u793a\u4e86 Agent \u7f16\u6392\u7684\u51e0\u9879\u6838\u5fc3\u5143\u7d20\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>LLM \u5927\u8bed\u8a00\u6a21\u578b\uff1a\u8d1f\u8d23\u610f\u56fe\u8bc6\u522b\/\u89c2\u5bdf\/\u601d\u8003\/\u89c4\u5212\/\u8fed\u4ee3\u7b49\uff0c\u662f Agent \u7684\u5927\u8111\u3002<\/li>\n\n\n\n<li>\u7cfb\u7edf\u63d0\u793a\u8bcd\uff1a\u57fa\u4e8e\u81ea\u7136\u8bed\u8a00\u7684\u65b9\u5f0f\u6307\u5bfc LLM \u6309\u7167\u63d0\u793a\u8981\u6c42\u548c\u6d41\u7a0b\u5b8c\u6210\u65e2\u5b9a\u4efb\u52a1\u3002<\/li>\n\n\n\n<li>\u77e5\u8bc6\u5e93\uff1a\u901a\u8fc7 RAG \u63d0\u4f9b\u4e13\u4e1a\u5185\u5bb9\/\u540d\u5b57\u89e3\u91ca\/\u653f\u7b56\u6587\u6863\/\u4f01\u4e1a\u7279\u6709\u6570\u636e\u7b49\uff0c\u5e2e\u52a9 LLM \u66f4\u597d\u5730\u7406\u89e3\u548c\u5b8c\u6210\u4efb\u52a1\uff0c\u7ed9\u51fa\u51c6\u786e\u548c\u89c4\u8303\u7684\u53cd\u9988\u3002<\/li>\n\n\n\n<li>\u5de5\u5177\uff1aAgent \u7684\u6838\u5fc3\u80fd\u529b\uff0c\u901a\u8fc7\u5de5\u5177\u8c03\u7528\u5b8c\u6210\u4e0e\u5916\u90e8\u73af\u5883\u7684\u4ea4\u4e92\uff0c\u65e0\u9650\u62d3\u5c55 LLM \u7684\u80fd\u529b\u8fb9\u754c\uff0c\u5b8c\u6210\u5355\u4eba\u751a\u81f3\u591a\u4eba\u534f\u4f5c\u624d\u80fd\u5b8c\u6210\u7684\u7279\u5b9a\u4efb\u52a1\u3002<\/li>\n<\/ul>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"538\" src=\"http:\/\/52.76.12.94\/wp-content\/uploads\/2025\/12\/image-3-1024x538.webp\" alt=\"\" class=\"wp-image-312\" srcset=\"https:\/\/flycloud.io\/wp-content\/uploads\/2025\/12\/image-3-1024x538.webp 1024w, https:\/\/flycloud.io\/wp-content\/uploads\/2025\/12\/image-3-300x158.webp 300w, https:\/\/flycloud.io\/wp-content\/uploads\/2025\/12\/image-3-768x403.webp 768w, https:\/\/flycloud.io\/wp-content\/uploads\/2025\/12\/image-3-18x9.webp 18w, https:\/\/flycloud.io\/wp-content\/uploads\/2025\/12\/image-3.webp 1474w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>\u4e94\u3001\u5de5\u5177\u5b9a\u4e49\u3002\u8fd9\u91cc\u6211\u4eec\u81ea\u5b9a\u4e49\u4e24\u4e2a\u5de5\u5177\uff0c\u5206\u522b\u5b8c\u6210\u83b7\u53d6\u6570\u636e\u5e93 Schema \u548c\u6267\u884c SQL \u7684\u4efb\u52a1\u3002\u57fa\u4e8e\u524d\u9762 API Server \u7684\u63a5\u53e3\u5b9a\u4e49\uff0c\u6211\u4eec\u53ef\u4ee5\u901a\u8fc7 OpenAPI \u89c4\u8303\u521b\u5efa\u81ea\u5b9a\u4e49\u5de5\u5177\u3002OpenAPI \u5185\u5bb9\u4e5f\u53ef\u4ee5\u901a\u8fc7 Swagger \u5de5\u5177\u6216 LLM \u751f\u6210\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"894\" src=\"http:\/\/52.76.12.94\/wp-content\/uploads\/2025\/12\/image-4-1024x894.webp\" alt=\"\" class=\"wp-image-313\" srcset=\"https:\/\/flycloud.io\/wp-content\/uploads\/2025\/12\/image-4-1024x894.webp 1024w, https:\/\/flycloud.io\/wp-content\/uploads\/2025\/12\/image-4-300x262.webp 300w, https:\/\/flycloud.io\/wp-content\/uploads\/2025\/12\/image-4-768x671.webp 768w, https:\/\/flycloud.io\/wp-content\/uploads\/2025\/12\/image-4-14x12.webp 14w, https:\/\/flycloud.io\/wp-content\/uploads\/2025\/12\/image-4.webp 1120w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>\u793a\u4f8b\uff1a\u6267\u884c SQL \u67e5\u8be2 API<\/p>\n\n\n\n<pre class=\"wp-block-preformatted\"><code>{<\/code><code>  \"openapi\": \"3.0.0\",<\/code><code>  \"info\": {<\/code><code>    \"title\": \"SQL Query Execution API\",<\/code><code>    \"description\": \"API for executing SQL queries against databases\",<\/code><code>    \"version\": \"1.0.0\"<\/code><code>  },<\/code><code>  \"servers\": [<\/code><code>    {<\/code><code>      \"url\": \"https:\/\/api.example.com\/v1\",<\/code><code>      \"description\": \"Main production API server\"<\/code><code>    },<\/code><code>    {<\/code><code>      \"url\": \"\/\",<\/code><code>      \"description\": \"Relative server path\"<\/code><code>    }<\/code><code>  ],<\/code><code>  \"paths\": {<\/code><code>    \"\/query\": {<\/code><code>      \"post\": {<\/code><code>        \"summary\": \"Execute SQL query\",<\/code><code>        \"description\": \"Executes a SQL statement against the specified database and returns results\",<\/code><code>        \"operationId\": \"executeSqlQuery\",<\/code><code>        \"requestBody\": {<\/code><code>          \"description\": \"Query parameters and database connection information\",<\/code><code>          \"required\": true,<\/code><code>          \"content\": {<\/code><code>            \"application\/json\": {<\/code><code>              \"schema\": {<\/code><code>                \"type\": \"object\",<\/code><code>                \"required\": [\"sql_statement\", \"server\", \"username\", \"pwd\", \"database\"],<\/code><code>                \"properties\": {<\/code><code>                  \"sql_statement\": {<\/code><code>                    \"type\": \"string\",<\/code><code>                    \"description\": \"SQL query to execute\"<\/code><code>                  },<\/code><code>                  \"server\": {<\/code><code>                    \"type\": \"string\",<\/code><code>                    \"description\": \"Database server address\"<\/code><code>                  },<\/code><code>                  \"username\": {<\/code><code>                    \"type\": \"string\",<\/code><code>                    \"description\": \"Database username\"<\/code><code>                  },<\/code><code>                  \"pwd\": {<\/code><code>                    \"type\": \"string\",<\/code><code>                    \"description\": \"Database password\"<\/code><code>                  },<\/code><code>                  \"database\": {<\/code><code>                    \"type\": \"string\",<\/code><code>                    \"description\": \"Target database name\"<\/code><code>                  }<\/code><code>                }<\/code><code>              },<\/code><code>              \"examples\": {<\/code><code>                \"select\": {<\/code><code>                  \"summary\": \"Select query example\",<\/code><code>                  \"value\": {<\/code><code>                    \"sql_statement\": \"SELECT * FROM users LIMIT 10\",<\/code><code>                    \"server\": \"localhost\",<\/code><code>                    \"username\": \"dbuser\",<\/code><code>                    \"pwd\": \"password123\",<\/code><code>                    \"database\": \"mydb\"<\/code><code>                  }<\/code><code>                }<\/code><code>              }<\/code><code>            }<\/code><code>          }<\/code><code>        },<\/code><code>        \"responses\": {<\/code><code>          \"200\": {<\/code><code>            \"description\": \"Successful operation\",<\/code><code>            \"content\": {<\/code><code>              \"application\/json\": {<\/code><code>                \"schema\": {<\/code><code>                  \"type\": \"object\",<\/code><code>                  \"oneOf\": [<\/code><code>                    {<\/code><code>                      \"properties\": {<\/code><code>                        \"result\": {<\/code><code>                          \"type\": \"array\",<\/code><code>                          \"description\": \"Query results (for SELECT statements)\",<\/code><code>                          \"items\": {<\/code><code>                            \"type\": \"object\",<\/code><code>                            \"additionalProperties\": true<\/code><code>                          }<\/code><code>                        }<\/code><code>                      }<\/code><code>                    },<\/code><code>                    {<\/code><code>                      \"properties\": {<\/code><code>                        \"message\": {<\/code><code>                          \"type\": \"string\",<\/code><code>                          \"description\": \"Success message (for non-SELECT statements)\"<\/code><code>                        }<\/code><code>                      }<\/code><code>                    }<\/code><code>                  ]<\/code><code>                }<\/code><code>              }<\/code><code>            }<\/code><code>          },<\/code><code>          \"400\": {<\/code><code>            \"description\": \"Bad request - invalid query or missing parameters\",<\/code><code>            \"content\": {<\/code><code>              \"application\/json\": {<\/code><code>                \"schema\": {<\/code><code>                  \"type\": \"object\",<\/code><code>                  \"properties\": {<\/code><code>                    \"error\": {<\/code><code>                      \"type\": \"string\"<\/code><code>                    }<\/code><code>                  }<\/code><code>                }<\/code><code>              }<\/code><code>            }<\/code><code>          }<\/code><code>        }<\/code><code>      }<\/code><code>    }<\/code><code>  }<\/code><code>}<\/code><code><\/code><\/pre>\n\n\n\n<p>\u6b64\u5916\uff0c\u6211\u4eec\u8fd8\u6dfb\u52a0\u4e86 3 \u4e2a Dify \u5185\u7f6e\u7684 Chart \u56fe\u8868\u53ef\u89c6\u5316\u5de5\u5177\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"437\" height=\"392\" src=\"http:\/\/52.76.12.94\/wp-content\/uploads\/2025\/12\/image-5.webp\" alt=\"\" class=\"wp-image-314\" srcset=\"https:\/\/flycloud.io\/wp-content\/uploads\/2025\/12\/image-5.webp 437w, https:\/\/flycloud.io\/wp-content\/uploads\/2025\/12\/image-5-300x269.webp 300w, https:\/\/flycloud.io\/wp-content\/uploads\/2025\/12\/image-5-13x12.webp 13w\" sizes=\"auto, (max-width: 437px) 100vw, 437px\" \/><\/figure>\n\n\n\n<p>\u516d\u3001Demo \u6548\u679c\u6f14\u793a<\/p>\n\n\n\n<p>\u653f\u7b56\u54a8\u8be2<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"783\" src=\"http:\/\/52.76.12.94\/wp-content\/uploads\/2025\/12\/image-6-1024x783.webp\" alt=\"\" class=\"wp-image-315\" srcset=\"https:\/\/flycloud.io\/wp-content\/uploads\/2025\/12\/image-6-1024x783.webp 1024w, https:\/\/flycloud.io\/wp-content\/uploads\/2025\/12\/image-6-300x229.webp 300w, https:\/\/flycloud.io\/wp-content\/uploads\/2025\/12\/image-6-768x587.webp 768w, https:\/\/flycloud.io\/wp-content\/uploads\/2025\/12\/image-6-16x12.webp 16w, https:\/\/flycloud.io\/wp-content\/uploads\/2025\/12\/image-6.webp 1029w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>\u6570\u636e\u5206\u6790\u4efb\u52a1<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"918\" height=\"834\" src=\"http:\/\/52.76.12.94\/wp-content\/uploads\/2025\/12\/image.jpeg\" alt=\"\" class=\"wp-image-316\" srcset=\"https:\/\/flycloud.io\/wp-content\/uploads\/2025\/12\/image.jpeg 918w, https:\/\/flycloud.io\/wp-content\/uploads\/2025\/12\/image-300x273.jpeg 300w, https:\/\/flycloud.io\/wp-content\/uploads\/2025\/12\/image-768x698.jpeg 768w, https:\/\/flycloud.io\/wp-content\/uploads\/2025\/12\/image-13x12.jpeg 13w\" sizes=\"auto, (max-width: 918px) 100vw, 918px\" \/><\/figure>\n\n\n\n<p>\u6570\u636e\u53ef\u89c6\u5316<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"894\" height=\"893\" src=\"http:\/\/52.76.12.94\/wp-content\/uploads\/2025\/12\/image-7.webp\" alt=\"\" class=\"wp-image-317\" srcset=\"https:\/\/flycloud.io\/wp-content\/uploads\/2025\/12\/image-7.webp 894w, https:\/\/flycloud.io\/wp-content\/uploads\/2025\/12\/image-7-300x300.webp 300w, https:\/\/flycloud.io\/wp-content\/uploads\/2025\/12\/image-7-150x150.webp 150w, https:\/\/flycloud.io\/wp-content\/uploads\/2025\/12\/image-7-768x767.webp 768w, https:\/\/flycloud.io\/wp-content\/uploads\/2025\/12\/image-7-12x12.webp 12w\" sizes=\"auto, (max-width: 894px) 100vw, 894px\" \/><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>\u603b\u7ed3<\/strong><\/h3>\n\n\n\n<p>\u672c\u6587\u4ecb\u7ecd\u4e86\u5982\u4f55\u57fa\u4e8e\u4e9a\u9a6c\u900a\u4e91\u79d1\u6280\u63d0\u4f9b\u7684\u5b8c\u5584\u7684\u670d\u52a1\u4ee5\u53ca GenAI \u548c\u5927\u6a21\u578b\u80fd\u529b\uff0c\u901a\u8fc7 Dify Agent \u5feb\u901f\u6784\u5efa\u548c\u90e8\u7f72 text2SQL \u667a\u80fd\u6570\u636e\u5206\u6790\u52a9\u624b\u7684\u5b9e\u8df5\u65b9\u6848\u3002\u901a\u8fc7\u5c06\u5927\u8bed\u8a00\u6a21\u578b\u7684\u7406\u89e3\u80fd\u529b\u4e0e\u7ed3\u6784\u5316\u6570\u636e\u67e5\u8be2\u6280\u672f\u76f8\u7ed3\u5408\uff0c\u6211\u4eec\u5b9e\u73b0\u4e86\u4e00\u4e2a\u80fd\u591f\u7406\u89e3\u81ea\u7136\u8bed\u8a00\u3001\u7cbe\u51c6\u8f6c\u6362\u4e3a SQL \u67e5\u8be2\u5e76\u63d0\u4f9b\u6570\u636e\u6d1e\u5bdf\u7684\u667a\u80fd\u52a9\u624b\u7cfb\u7edf\u3002\u8fd9\u79cd\u5b9e\u8df5\u4e0d\u4ec5\u5927\u5e45\u964d\u4f4e\u4e86\u6570\u636e\u5206\u6790\u7684\u6280\u672f\u95e8\u69db\uff0c\u66f4\u4e3a\u4f01\u4e1a\u91ca\u653e\u6570\u636e\u4ef7\u503c\u63d0\u4f9b\u4e86\u9ad8\u6548\u8def\u5f84\u3002<\/p>\n\n\n\n<p>\u503c\u5f97\u5f3a\u8c03\u7684\u662f\uff0c\u667a\u80fd Agent \u5df2\u6210\u4e3a\u751f\u6210\u5f0f AI \u6280\u672f\u843d\u5730\u5e94\u7528\u7684\u5173\u952e\u8303\u5f0f\u548c\u4e3b\u8981\u8d8b\u52bf\u3002\u76f8\u6bd4\u4e8e\u5355\u7eaf\u7684\u5bf9\u8bdd\u673a\u5668\u4eba\uff0cAgent \u5177\u5907\u4e86\u7406\u89e3\u3001\u89c4\u5212\u3001\u6267\u884c\u548c\u53cd\u9988\u7684\u95ed\u73af\u80fd\u529b\uff0c\u80fd\u591f\u771f\u6b63\u5b8c\u6210\u590d\u6742\u7684\u4e1a\u52a1\u4efb\u52a1\uff0c\u5b9e\u73b0 AI \u4ece\u201d\u80fd\u5bf9\u8bdd\u201d\u5230\u201d\u80fd\u5de5\u4f5c\u201d\u7684\u5173\u952e\u8de8\u8d8a\u3002\u5f53\u524d\uff0c\u4f01\u4e1a\u53ef\u4ee5\u6839\u636e\u81ea\u8eab\u6280\u672f\u50a8\u5907\u548c\u4e1a\u52a1\u9700\u6c42\uff0c\u5728 Amazon Bedrock\u3001Dify\u3001LangGraph \u7b49\u4e0d\u540c Agent \u7f16\u6392\u6846\u67b6\u548c\u6280\u672f\u8def\u7ebf\u4e2d\u8fdb\u884c\u9009\u62e9\uff0c\u6bcf\u79cd\u65b9\u6848\u90fd\u5177\u6709\u5176\u72ec\u7279\u4f18\u52bf\u548c\u9002\u7528\u573a\u666f\u3002<\/p>\n\n\n\n<p>\u7136\u800c\uff0c\u8981\u5c06 Agent \u6280\u672f\u771f\u6b63\u843d\u5730\u4e3a\u751f\u4ea7\u7ea7\u5e94\u7528\uff0c\u5de5\u7a0b\u5316\u65b9\u9762\u8fd8\u6709\u8bf8\u591a\u6311\u6218\u9700\u8981\u6df1\u5165\u63a2\u7d22\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u8d28\u91cf\u4fdd\u969c\uff1a\u5982\u4f55\u786e\u4fdd RAG \u68c0\u7d22\u7ed3\u679c\u7684\u76f8\u5173\u6027\u548c\u5168\u9762\u6027\uff0c\u5982\u4f55\u63d0\u9ad8\u751f\u6210 SQL \u7684\u51c6\u786e\u6027\uff0c\u4ee5\u53ca\u5982\u4f55\u9a8c\u8bc1\u5206\u6790\u7ed3\u679c\u4e0e\u53cd\u9988\u7684\u53ef\u9760\u6027<\/li>\n\n\n\n<li>\u5b89\u5168\u4e0e\u6cbb\u7406\uff1a\u5982\u4f55\u5b9e\u73b0\u4e0d\u540c\u89d2\u8272\u4eba\u5458\u7684\u6570\u636e\u8bbf\u95ee\u63a7\u5236\uff0c\u5305\u62ec\u8ba4\u8bc1\u3001\u6388\u6743\u548c\u79df\u6237\u9694\u79bb\uff0c\u4fdd\u969c\u6570\u636e\u5b89\u5168\u7684\u540c\u65f6\u4e0d\u5f71\u54cd\u4f7f\u7528\u4f53\u9a8c<\/li>\n\n\n\n<li>\u590d\u6742\u4efb\u52a1\u5904\u7406\uff1a\u5982\u4f55\u901a\u8fc7 Multi-Agent \u7f16\u6392\u5b8c\u6210\u6d89\u53ca\u591a\u4e2a\u6b65\u9aa4\u548c\u591a\u79cd\u80fd\u529b\u7684\u590d\u6742\u4e1a\u52a1\u6d41\u7a0b\uff0c\u5b9e\u73b0\u66f4\u8d34\u8fd1\u771f\u5b9e\u4e1a\u52a1\u573a\u666f\u7684\u7aef\u5230\u7aef\u89e3\u51b3\u65b9\u6848<\/li>\n\n\n\n<li>\u9886\u57df\u9002\u914d\uff1a\u5982\u4f55\u7ed3\u5408\u7279\u5b9a\u884c\u4e1a\u77e5\u8bc6\u548c\u4e1a\u52a1\u89c4\u5219\uff0c\u4f7f\u901a\u7528 Agent \u6f14\u53d8\u4e3a\u771f\u6b63\u7684\u9886\u57df\u4e13\u5bb6<\/li>\n\n\n\n<li>\u6301\u7eed\u76d1\u6d4b\uff1a\u901a\u8fc7\u76d1\u63a7\/\u65e5\u5fd7\u5206\u6790 Agent \u8fd0\u884c\u60c5\u51b5\uff0c\u6301\u7eed\u4f18\u5316\u6210\u672c\/\u67b6\u6784<\/li>\n<\/ul>\n\n\n\n<p>\u76f8\u4fe1 Agent \u6280\u672f\u5c06\u6cbf\u7740\u51e0\u6761\u6e05\u6670\u7684\u53d1\u5c55\u8f68\u8ff9\u6301\u7eed\u6f14\u8fdb\uff1a\u9996\u5148\u662f\u80fd\u529b\u8fb9\u754c\u7684\u6269\u5c55\uff0c\u4ece\u5355\u4e00\u4efb\u52a1\u5411\u590d\u6742\u5de5\u4f5c\u6d41\u7a0b\u5ef6\u4f38\uff1b\u5176\u6b21\u662f\u81ea\u4e3b\u6027\u7684\u63d0\u5347\uff0c\u51cf\u5c11\u4eba\u5de5\u5e72\u9884\uff0c\u589e\u5f3a\u81ea\u6211\u7ea0\u9519\u548c\u5b66\u4e60\u80fd\u529b\uff1b\u518d\u6b21\u662f\u4e13\u4e1a\u5316\u7684\u6df1\u5165\uff0c\u5f62\u6210\u9488\u5bf9\u4e0d\u540c\u9886\u57df\u7684\u4e13\u5bb6\u7ea7 Agent\uff1b\u6700\u540e\u662f\u534f\u4f5c\u6a21\u5f0f\u7684\u6210\u719f\uff0c\u591a Agent \u534f\u540c\u5de5\u4f5c\u5c06\u6210\u4e3a\u89e3\u51b3\u590d\u6742\u4e1a\u52a1\u95ee\u9898\u7684\u6807\u51c6\u65b9\u5f0f\u3002\u5728\u8fd9\u573a AI \u9a71\u52a8\u7684\u9769\u547d\u4e2d\uff0c\u65e9\u671f\u63a2\u7d22\u8005\u5c06\u83b7\u5f97\u663e\u8457\u7684\u7ade\u4e89\u4f18\u52bf\u3002\u671f\u5f85\u770b\u5230\u66f4\u591a\u4f01\u4e1a\u52c7\u4e8e\u5c1d\u8bd5 Agent \u6280\u672f\uff0c\u6784\u5efa\u66f4\u52a0\u667a\u80fd\u3001\u9ad8\u6548\u7684 AI \u6570\u636e\u9a71\u52a8\u672a\u6765\u3002<\/p>\n\n\n\n<p>\u4e9a\u9a6c\u900a\u4e91\u79d1\u6280\u63d0\u4f9b\u5b8c\u6574\u7684 GenAI \u89e3\u51b3\u65b9\u6848\uff0c\u4ece Amazon Bedrock \u4e30\u5bcc\u7684\u7684 GenAI \u80fd\u529b\uff0c\u5230\u5bb9\u5668\u5316\/Serverless \u7b49\u9ad8\u53ef\u7528\u90e8\u7f72\u67b6\u6784\uff0c\u4e9a\u9a6c\u900a\u4e91\u79d1\u6280\u96c6\u6210\u4e30\u5bcc\u7684 AI \u57fa\u7840\u8bbe\u65bd\u3001\u6258\u7ba1\u6570\u636e\u670d\u52a1\u548c\u5b89\u5168\u5408\u89c4\u6846\u67b6\uff0c\u652f\u6301\u591a\u79cd\u5411\u91cf\u6570\u636e\u5e93\u548c LLM \u6a21\u578b\uff0c\u5168\u9762\u52a0\u901f\u4f01\u4e1a GenAI \u5e94\u7528\u4ece\u5f00\u53d1\u5230\u751f\u4ea7\u7684\u5168\u6d41\u7a0b\u3002<\/p>","protected":false},"excerpt":{"rendered":"<p>\u80cc\u666f \u6570\u636e\u5df2\u6210\u4e3a\u4f01\u4e1a\u6700\u5b9d\u8d35\u7684\u8d44\u4ea7\u4e4b\u4e00\uff0c\u5927\u591a\u6570\u4f01\u4e1a\u867d\u7136\u6536\u96c6\u4e86\u6d77\u91cf\u6570\u636e\uff0c\u5374\u53ea\u80fd\u5229\u7528\u5176\u4e2d\u5f88\u5c0f\u4e00\u90e8\u5206\u521b\u9020\u5b9e\u9645\u4ef7\u503c\u3002\u8fd9\u79cd\u201d\u6570\u636e\u5bcc\u6709\u4f46\u6d1e\u5bdf\u8d2b\u4e4f\u201d\u7684\u72b6\u6001\u4e3b\u8981\u6e90\u4e8e\u6570\u636e\u8bbf\u95ee\u548c\u5206\u6790\u7684\u6280\u672f\u95e8\u69db\u3002\u4f20\u7edf\u6570\u636e\u5206\u6790\u6d41\u7a0b\u901a\u5e38\u8981\u6c42\u7528\u6237\u638c\u63e1 SQL \u7b49\u4e13\u4e1a\u67e5\u8be2\u8bed\u8a00\uff0c\u8fd9\u5bfc\u81f4\u4f01\u4e1a\u4e2d\u53ea\u6709\u5c11\u6570\u6280\u672f\u4eba\u5458\u80fd\u591f\u771f\u6b63\u201d\u89e3\u9501\u201d\u6570\u636e\u7684\u4ef7\u503c\uff0c\u5f62\u6210\u4e86\u660e\u663e\u7684\u5206\u6790\u74f6\u9888\u3002 \u667a\u80fd Agent \u6280\u672f\u7684\u51fa\u73b0\u6b63\u5728\u6839\u672c\u6027\u5730\u6539\u53d8\u8fd9\u4e00\u5c40\u9762\u3002\u4f5c\u4e3a\u4e00\u79cd\u80fd\u591f\u7406\u89e3\u7528\u6237\u610f\u56fe\u3001\u81ea\u4e3b\u6267\u884c\u590d&hellip;<\/p>","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[5,4],"tags":[],"class_list":["post-261","post","type-post","status-publish","format-standard","hentry","category-ai","category-aws"],"_links":{"self":[{"href":"https:\/\/flycloud.io\/en\/wp-json\/wp\/v2\/posts\/261","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/flycloud.io\/en\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/flycloud.io\/en\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/flycloud.io\/en\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/flycloud.io\/en\/wp-json\/wp\/v2\/comments?post=261"}],"version-history":[{"count":2,"href":"https:\/\/flycloud.io\/en\/wp-json\/wp\/v2\/posts\/261\/revisions"}],"predecessor-version":[{"id":318,"href":"https:\/\/flycloud.io\/en\/wp-json\/wp\/v2\/posts\/261\/revisions\/318"}],"wp:attachment":[{"href":"https:\/\/flycloud.io\/en\/wp-json\/wp\/v2\/media?parent=261"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/flycloud.io\/en\/wp-json\/wp\/v2\/categories?post=261"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/flycloud.io\/en\/wp-json\/wp\/v2\/tags?post=261"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}