{"id":2443,"date":"2025-10-11T16:29:36","date_gmt":"2025-10-11T08:29:36","guid":{"rendered":"https:\/\/zero-zl.cn\/?p=2443"},"modified":"2025-10-11T16:29:37","modified_gmt":"2025-10-11T08:29:37","slug":"%e2%9c%85%e6%b4%be%e8%81%aa%e6%98%8e-rag-%e7%b3%bb%e7%bb%9f%e7%9a%84%e8%81%8a%e5%a4%a9%e5%8a%a9%e6%89%8b%e6%a8%a1%e5%9d%97%e8%ae%be%e8%ae%a1%e6%96%b9%e6%a1%88","status":"publish","type":"post","link":"https:\/\/zero-zl.cn\/index.php\/2025\/10\/11\/%e2%9c%85%e6%b4%be%e8%81%aa%e6%98%8e-rag-%e7%b3%bb%e7%bb%9f%e7%9a%84%e8%81%8a%e5%a4%a9%e5%8a%a9%e6%89%8b%e6%a8%a1%e5%9d%97%e8%ae%be%e8%ae%a1%e6%96%b9%e6%a1%88\/","title":{"rendered":"\u2705\u6d3e\u806a\u660e RAG \u7cfb\u7edf\u7684\u804a\u5929\u52a9\u624b\u6a21\u5757\u8bbe\u8ba1\u65b9\u6848"},"content":{"rendered":"\n<p class=\"wp-block-paragraph\">\u804a\u5929\u52a9\u624b\u6a21\u5757\u662f\u6d3e\u806a\u660e\u7cfb\u7edf\u7684<strong>\u6838\u5fc3\u7ec4\u4ef6\u4e4b\u4e00<\/strong>\uff0c\u627f\u8f7d\u4e86\u7528\u6237\u4e0e\u7cfb\u7edf\u4e4b\u95f4\u7684\u4e3b\u8981\u4ea4\u4e92\u80fd\u529b\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u6a21\u5757\u901a\u8fc7&nbsp;<strong>WebSocket \u534f\u8bae<\/strong>\u5b9e\u73b0\u53cc\u5411\u901a\u4fe1\uff0c\u652f\u6301\u5927\u8bed\u8a00\u6a21\u578b\uff08\u63a5\u5165\u4e86 DeepSeek\uff09\u8f93\u51fa\u5185\u5bb9\u7684<strong>\u6d41\u5f0f\u8fd4\u56de\uff1b\u4e3a\u652f\u6301\u591a\u8f6e\u8fde\u7eed\u5bf9\u8bdd\uff0c\u8be5\u6a21\u5757\u96c6\u6210\u4e86 Redis \u7528\u4e8e\u5b58\u50a8\u548c\u7ef4\u62a4\u7528\u6237\u4f1a\u8bdd\u4e0a\u4e0b\u6587\uff0c\u786e\u4fdd\u5927\u6a21\u578b\u5728\u751f\u6210\u56de\u7b54\u65f6\u80fd\u591f\u201c\u8bb0\u4f4f\u201d\u524d\u6587\u5185\u5bb9\uff0c\u7ef4\u6301\u8bed\u4e49\u8fde\u8d2f\u6027\u3002<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u540c\u65f6\uff0c\u6a21\u5757\u6df1\u5ea6\u96c6\u6210\u4e86 Elasticsearch\uff0c\u53ef\u4ee5\u4e3a\u7528\u6237\u63d0\u4f9b\u7ed3\u6784\u5316\u6587\u672c\u7684\u5168\u6587\u7d22\u5f15\u548c\u5173\u952e\u8bcd\u5339\u914d\uff0c\u901a\u8fc7\u8fd9\u5957\u6df7\u5408\u68c0\u7d22\u673a\u5236\uff0c\u6d3e\u806a\u660e\u80fd\u5728\u6d77\u91cf\u672c\u5730\u77e5\u8bc6\u4e2d\u5feb\u901f\u5b9a\u4f4d\u4e0e\u7528\u6237\u95ee\u9898\u76f8\u5173\u7684\u4fe1\u606f\u7247\u6bb5\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><div class='fancybox-wrapper lazyload-container-unload' data-fancybox='post-images' href='https:\/\/zero-zl.cn\/wp-content\/uploads\/2025\/10\/cae362aa24e329f46d6cc366c01073c7-scaled.png'><img class=\"lazyload lazyload-style-1\" src=\"data:image\/svg+xml;base64,PCEtLUFyZ29uTG9hZGluZy0tPgo8c3ZnIHdpZHRoPSIxIiBoZWlnaHQ9IjEiIHhtbG5zPSJodHRwOi8vd3d3LnczLm9yZy8yMDAwL3N2ZyIgc3Ryb2tlPSIjZmZmZmZmMDAiPjxnPjwvZz4KPC9zdmc+\"  loading=\"lazy\" decoding=\"async\" width=\"2560\" height=\"1388\" data-original=\"https:\/\/zero-zl.cn\/wp-content\/uploads\/2025\/10\/cae362aa24e329f46d6cc366c01073c7-scaled.png\" src=\"data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABCAYAAAAfFcSJAAAAAXNSR0IArs4c6QAAAARnQU1BAACxjwv8YQUAAAAJcEhZcwAADsQAAA7EAZUrDhsAAAANSURBVBhXYzh8+PB\/AAffA0nNPuCLAAAAAElFTkSuQmCC\" alt=\"\" class=\"wp-image-2446\"  sizes=\"auto, (max-width: 2560px) 100vw, 2560px\" \/><\/div><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u4e3a\u4e86\u66f4\u597d\u5730\u5f15\u5bfc\u5927\u8bed\u8a00\u6a21\u578b\u751f\u6210\u9ad8\u8d28\u91cf\u56de\u7b54\uff0c\u7cfb\u7edf\u7279\u522b\u5f3a\u5316\u4e86&nbsp;<strong>Prompt \u6784\u5efa\u4e0e\u6a21\u677f\u7ba1\u7406\u80fd\u529b<\/strong>\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u6839\u636e\u68c0\u7d22\u7ed3\u679c\u52a8\u6001\u751f\u6210 Prompt\uff1b<\/li>\n\n\n\n<li>\u652f\u6301\u591a\u79cd Prompt \u6a21\u677f\u914d\u7f6e\u4e0e\u8c03\u4f18\uff1b<\/li>\n\n\n\n<li>\u786e\u4fdd\u5185\u5bb9\u7ec4\u7ec7\u6e05\u6670\u3001\u6709\u91cd\u70b9\uff0c\u5f15\u5bfc\u6a21\u578b\u56f4\u7ed5\u6838\u5fc3\u4fe1\u606f\u751f\u6210\u54cd\u5e94\u3002<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">\u8fd9\u4e00\u673a\u5236\u662f\u5b9e\u73b0 RAG \u7684\u5173\u952e\u4fdd\u969c\uff0c\u786e\u4fdd\u6a21\u578b\u56de\u7b54\u65e2\u6709\u8bed\u4e49\u903b\u8f91\uff0c\u53c8\u6709\u77e5\u8bc6\u4f9d\u636e\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"fvFE9\">\u4e00\u3001\u529f\u80fd\u9700\u6c42<\/h2>\n\n\n\n<figure class=\"wp-block-image\"><div class='fancybox-wrapper lazyload-container-unload' data-fancybox='post-images' href='https:\/\/zero-zl.cn\/wp-content\/uploads\/2025\/10\/0e51d16436fdc0f37d5ee341cf652729.png'><img class=\"lazyload lazyload-style-1\" src=\"data:image\/svg+xml;base64,PCEtLUFyZ29uTG9hZGluZy0tPgo8c3ZnIHdpZHRoPSIxIiBoZWlnaHQ9IjEiIHhtbG5zPSJodHRwOi8vd3d3LnczLm9yZy8yMDAwL3N2ZyIgc3Ryb2tlPSIjZmZmZmZmMDAiPjxnPjwvZz4KPC9zdmc+\"  loading=\"lazy\" decoding=\"async\" width=\"1498\" height=\"1448\" data-original=\"https:\/\/zero-zl.cn\/wp-content\/uploads\/2025\/10\/0e51d16436fdc0f37d5ee341cf652729.png\" src=\"data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABCAYAAAAfFcSJAAAAAXNSR0IArs4c6QAAAARnQU1BAACxjwv8YQUAAAAJcEhZcwAADsQAAA7EAZUrDhsAAAANSURBVBhXYzh8+PB\/AAffA0nNPuCLAAAAAElFTkSuQmCC\" alt=\"\" class=\"wp-image-2444\"  sizes=\"auto, (max-width: 1498px) 100vw, 1498px\" \/><\/div><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"immtK\">\u4e8c\u3001\u6280\u672f\u9009\u578b<\/h2>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><thead><tr><th>\u529f\u80fd\u6a21\u5757<\/th><th>\u6280\u672f\u9009\u578b<\/th><th>\u5907\u6ce8<\/th><\/tr><\/thead><tbody><tr><td>\u5b9e\u65f6\u901a\u4fe1<\/td><td>WebSocket\uff08\u57fa\u4e8eSpring WebSocket\uff09<\/td><td>\u652f\u6301STOMP\u5b50\u534f\u8bae<\/td><\/tr><tr><td>\u5bf9\u8bdd\u4e0a\u4e0b\u6587\u5b58\u50a8<\/td><td>Redis\uff08\u4f7f\u7528Spring Data Redis\uff09<\/td><td>\u9ad8\u6027\u80fd\u7f13\u5b58\uff0c\u652f\u6301TTL<\/td><\/tr><tr><td>\u672c\u5730\u77e5\u8bc6\u5e93\uff08\u5f53\u524d\uff09<\/td><td>Elasticsearch<\/td><td>\u652f\u6301\u6df7\u5408\u68c0\u7d22<\/td><\/tr><tr><td>\u672c\u5730\u77e5\u8bc6\u5e93\uff08\u89c4\u5212\uff09<\/td><td>Faiss<\/td><td>\u63d0\u5347\u5411\u91cf\u68c0\u7d22\u6027\u80fd<\/td><\/tr><tr><td>\u8bed\u8a00\u6a21\u578b\u8c03\u7528<\/td><td>DeepSeek API<\/td><td>\u901a\u8fc7WebClient\u8c03\u7528<\/td><\/tr><tr><td>Prompt\u7ba1\u7406<\/td><td>\u81ea\u7814\u6a21\u677f\u5f15\u64ce<\/td><td>\u652f\u6301\u52a8\u6001\u6a21\u677f\u548c\u53d8\u91cf\u66ff\u6362<\/td><\/tr><tr><td>\u5f02\u6b65\u5904\u7406<\/td><td>Spring WebFlux<\/td><td>\u652f\u6301\u54cd\u5e94\u5f0f\u7f16\u7a0b<\/td><\/tr><tr><td>\u5b89\u5168\u8ba4\u8bc1<\/td><td>JWT<\/td><td>\u786e\u4fddWebSocket\u8fde\u63a5\u5b89\u5168<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"OriFD\">\u4e09\u3001\u5173\u952e\u6d41\u7a0b<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"FUzgu\">01\u3001\u7528\u6237\u53d1\u8d77\u5bf9\u8bdd\u6d41\u7a0b<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u5f53\u7528\u6237\u5728\u9875\u9762\u4e0a\u5f00\u59cb\u4e00\u6b21\u5bf9\u8bdd\u65f6\uff0c\u7cfb\u7edf\u7684\u7b2c\u4e00\u6b65\u662f\u7531\u5ba2\u6237\u7aef\u4e3b\u52a8\u53d1\u8d77\u4e00\u4e2a WebSocket \u8fde\u63a5\u8bf7\u6c42\uff0c\u8fd9\u4e2a\u8bf7\u6c42\u91cc\u4f1a\u5e26\u4e0a\u7528\u6237\u7684 JWT \u8eab\u4efd\u8ba4\u8bc1\u4fe1\u606f\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u670d\u52a1\u7aef\u6536\u5230\u8bf7\u6c42\u540e\uff0c\u4f1a\u5148\u9a8c\u8bc1\u7528\u6237\u7684\u8eab\u4efd\u548c\u6743\u9650\uff0c\u786e\u8ba4\u65e0\u8bef\u540e\uff0c\u5c31\u4f1a\u548c\u5ba2\u6237\u7aef\u5efa\u7acb\u4e00\u4e2a\u7a33\u5b9a\u7684 WebSocket \u957f\u8fde\u63a5\uff0c\u7528\u4e8e\u540e\u7eed\u7684\u5b9e\u65f6\u5bf9\u8bdd\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><div class='fancybox-wrapper lazyload-container-unload' data-fancybox='post-images' href='https:\/\/zero-zl.cn\/wp-content\/uploads\/2025\/10\/30087641043a016aff8b6f8c435658e6.png'><img class=\"lazyload lazyload-style-1\" src=\"data:image\/svg+xml;base64,PCEtLUFyZ29uTG9hZGluZy0tPgo8c3ZnIHdpZHRoPSIxIiBoZWlnaHQ9IjEiIHhtbG5zPSJodHRwOi8vd3d3LnczLm9yZy8yMDAwL3N2ZyIgc3Ryb2tlPSIjZmZmZmZmMDAiPjxnPjwvZz4KPC9zdmc+\"  loading=\"lazy\" decoding=\"async\" width=\"1726\" height=\"1828\" data-original=\"https:\/\/zero-zl.cn\/wp-content\/uploads\/2025\/10\/30087641043a016aff8b6f8c435658e6.png\" src=\"data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABCAYAAAAfFcSJAAAAAXNSR0IArs4c6QAAAARnQU1BAACxjwv8YQUAAAAJcEhZcwAADsQAAA7EAZUrDhsAAAANSURBVBhXYzh8+PB\/AAffA0nNPuCLAAAAAElFTkSuQmCC\" alt=\"\" class=\"wp-image-2445\"  sizes=\"auto, (max-width: 1726px) 100vw, 1726px\" \/><\/div><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u8fde\u63a5\u5efa\u7acb\u4e4b\u540e\uff0c\u7528\u6237\u53ef\u4ee5\u5f00\u59cb\u63d0\u95ee\u4e86\u3002\u5ba2\u6237\u7aef\u4f1a\u628a\u7528\u6237\u8f93\u5165\u7684\u95ee\u9898\u901a\u8fc7 WebSocket \u53d1\u7ed9\u670d\u52a1\u7aef\u3002\u670d\u52a1\u7aef\u8fd9\u8fb9\u63a5\u6536\u5230\u6d88\u606f\u540e\uff0c\u4f1a\u5148\u89e3\u6790\u5185\u5bb9\uff0c\u7136\u540e\u6839\u636e\u60c5\u51b5\u83b7\u53d6\u4e00\u4e2a\u5f53\u524d\u7684\u4f1a\u8bdd ID\uff0c\u5982\u679c\u662f\u65b0\u7684\u5bf9\u8bdd\uff0c\u5c31\u521b\u5efa\u4e00\u4e2a\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u63a5\u7740\u7cfb\u7edf\u4f1a\u542f\u52a8\u77e5\u8bc6\u5e93\u68c0\u7d22\u6d41\u7a0b\u3002\u5b83\u4f1a\u8c03\u7528\u5185\u90e8\u7684&nbsp;<code>\/api\/search\/hybrid<\/code>&nbsp;\u63a5\u53e3\uff0c\u6267\u884c\u4e00\u8f6e\u201c\u6df7\u5408\u68c0\u7d22\u201d\uff0c\u4e5f\u5c31\u662f\u7ed3\u5408\u5173\u952e\u8bcd\u5339\u914d\u548c\u8bed\u4e49\u5339\u914d\u7684\u65b9\u5f0f\uff0c\u5feb\u901f\u4ece\u672c\u5730\u77e5\u8bc6\u5e93\u4e2d\u627e\u51fa\u548c\u7528\u6237\u95ee\u9898\u6700\u76f8\u5173\u7684\u6587\u6863\u3002\u8fd9\u4e9b\u7ed3\u679c\u8fd8\u4f1a\u518d\u7ecf\u8fc7\u7b5b\u9009\u3001\u6392\u5e8f\uff0c\u5e76\u63d0\u53d6\u51fa\u5173\u952e\u5185\u5bb9\u548c\u51fa\u5904\u4fe1\u606f\uff0c\u4e3a\u540e\u9762\u751f\u6210\u56de\u7b54\u505a\u51c6\u5907\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5728\u62ff\u5230\u68c0\u7d22\u7ed3\u679c\u540e\uff0c\u7cfb\u7edf\u4f1a\u5f00\u59cb\u6784\u5efa Prompt\uff0c\u4e5f\u5c31\u662f\u53d1\u9001\u7ed9\u5927\u6a21\u578b\u7684\u63d0\u95ee\u6a21\u677f\u3002\u5b83\u4f1a\u6839\u636e\u95ee\u9898\u7c7b\u578b\u9009\u62e9\u4e00\u4e2a\u5408\u9002\u7684 Prompt \u6a21\u677f\uff0c\u7136\u540e\u628a\u521a\u521a\u68c0\u7d22\u5230\u7684\u5185\u5bb9\u586b\u8fdb\u53bb\uff0c\u540c\u65f6\u8fd8\u4f1a\u52a0\u4e0a\u4e00\u4e9b\u7cfb\u7edf\u7ea7\u7684\u6307\u4ee4\u6216\u9650\u5236\u6761\u4ef6\u3002\u8fd9\u4e2a\u8fc7\u7a0b\u4e2d\u8fd8\u4f1a\u7ba1\u7406\u597d\u4e0a\u4e0b\u6587\u7684\u957f\u5ea6\uff0c\u4fdd\u8bc1\u591a\u8f6e\u5bf9\u8bdd\u7684\u8fde\u8d2f\u6027\uff0c\u6700\u7ec8\u751f\u6210\u4e00\u4efd\u7ed3\u6784\u5316\u7684 Prompt\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u51c6\u5907\u597d Prompt \u4e4b\u540e\uff0c\u7cfb\u7edf\u4f1a\u628a\u5b83\u53d1\u9001\u7ed9\u5927\u8bed\u8a00\u6a21\u578b\u7684 API\uff08\u6bd4\u5982 DeepSeek\uff09\u3002\u5927\u6a21\u578b\u4f1a\u5f00\u59cb\u751f\u6210\u56de\u7b54\uff0c\u7cfb\u7edf\u8fd9\u8fb9\u5219\u4ee5\u6d41\u5f0f\u7684\u65b9\u5f0f\u9010\u6bb5\u63a5\u6536\u5185\u5bb9\u3002\u4e3a\u4e86\u4fdd\u8bc1\u4f53\u9a8c\uff0c\u8fd8\u4f1a\u5904\u7406\u6a21\u578b\u8fd4\u56de\u4e2d\u7684\u5f02\u5e38\u6216\u9519\u8bef\uff0c\u6bd4\u5982\u8d85\u65f6\u3001\u5185\u5bb9\u4e3a\u7a7a\u7b49\u95ee\u9898\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u751f\u6210\u5185\u5bb9\u540e\uff0c\u7cfb\u7edf\u4f1a\u628a\u8fd9\u4e9b\u6587\u672c\u5207\u5206\u6210\u4e00\u6bb5\u4e00\u6bb5\uff0c\u518d\u901a\u8fc7 WebSocket \u5b9e\u65f6\u5730\u63a8\u9001\u7ed9\u5ba2\u6237\u7aef\u3002\u8fd9\u6837\u7528\u6237\u5c31\u80fd\u4e00\u8fb9\u770b\u5230\u5185\u5bb9\u4e00\u8fb9\u7ee7\u7eed\u7b49\u5f85\u5269\u4e0b\u7684\u751f\u6210\uff0c\u4f53\u9a8c\u4e0a\u5c31\u50cf\u5728\u201c\u5b9e\u65f6\u5bf9\u8bdd\u201d\u4e00\u6837\u6d41\u7545\u3002\u5ba2\u6237\u7aef\u4e5f\u4f1a\u4e00\u6bb5\u6bb5\u6e32\u67d3\u8fd9\u4e9b\u8fd4\u56de\u7684\u5185\u5bb9\uff0c\u63d0\u5347\u6574\u4f53\u4ea4\u4e92\u4f53\u9a8c\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u6700\u540e\uff0c\u4e3a\u4e86\u652f\u6301\u540e\u7eed\u7684\u4e0a\u4e0b\u6587\u5bf9\u8bdd\uff0c\u7cfb\u7edf\u4f1a\u628a\u5f53\u524d\u8fd9\u8f6e\u7684\u7528\u6237\u63d0\u95ee\u548c\u6a21\u578b\u56de\u7b54\u5b8c\u6574\u5730\u5b58\u8fdb Redis \u4e2d\uff0c\u66f4\u65b0\u5bf9\u8bdd\u5386\u53f2\u8bb0\u5f55\u3002\u540c\u65f6\u4e5f\u4f1a\u8bbe\u7f6e\u6216\u5237\u65b0\u8fd9\u4e2a\u4f1a\u8bdd\u7684\u8fc7\u671f\u65f6\u95f4\uff0c\u4ee5\u4fbf\u672a\u6765\u518d\u6b21\u4f7f\u7528\u6216\u8005\u8fdb\u884c\u5f52\u6863\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"fIFZW\">02\u3001\u65b0\u5efa\u4f1a\u8bdd\u6d41\u7a0b<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u5f53\u7528\u6237\u6253\u5f00\u5bf9\u8bdd\u9875\u9762\uff0c\u51c6\u5907\u5f00\u59cb\u4e00\u6b21\u65b0\u7684\u4ea4\u6d41\u65f6\uff0c\u5ba2\u6237\u7aef\u4f1a\u5148\u901a\u8fc7\u4e00\u4e2a REST \u63a5\u53e3\u5411\u670d\u52a1\u7aef\u53d1\u9001\u201c\u521b\u5efa\u4f1a\u8bdd\u201d\u7684\u8bf7\u6c42\u3002\u8fd9\u65f6\u5019\uff0c\u670d\u52a1\u7aef\u9996\u5148\u4f1a\u5bf9\u7528\u6237\u7684\u8eab\u4efd\u8fdb\u884c\u6821\u9a8c\uff0c\u786e\u4fdd\u8fd9\u662f\u4e00\u4e2a\u5408\u6cd5\u767b\u5f55\u7684\u7528\u6237\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u9a8c\u8bc1\u901a\u8fc7\u540e\uff0c\u7cfb\u7edf\u4f1a\u4e3a\u8fd9\u6b21\u65b0\u5bf9\u8bdd\u751f\u6210\u4e00\u4e2a\u5168\u5c40\u552f\u4e00\u7684 conversationId\uff0c\u7528\u4f5c\u8fd9\u8f6e\u4f1a\u8bdd\u7684\u8eab\u4efd\u6807\u8bc6\u3002\u540c\u65f6\uff0c\u4f1a\u4e3a\u8fd9\u6b21\u5bf9\u8bdd\u51c6\u5907\u4e00\u4efd\u7a7a\u7684\u5386\u53f2\u8bb0\u5f55\u7ed3\u6784\uff0c\u65b9\u4fbf\u540e\u7eed\u5b58\u50a8\u6bcf\u8f6e\u63d0\u95ee\u548c\u56de\u7b54\u5185\u5bb9\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><div class='fancybox-wrapper lazyload-container-unload' data-fancybox='post-images' href='https:\/\/zero-zl.cn\/wp-content\/uploads\/2025\/10\/bb40eca79fc610555052abe6bc809dbb.png'><img class=\"lazyload lazyload-style-1\" src=\"data:image\/svg+xml;base64,PCEtLUFyZ29uTG9hZGluZy0tPgo8c3ZnIHdpZHRoPSIxIiBoZWlnaHQ9IjEiIHhtbG5zPSJodHRwOi8vd3d3LnczLm9yZy8yMDAwL3N2ZyIgc3Ryb2tlPSIjZmZmZmZmMDAiPjxnPjwvZz4KPC9zdmc+\"  loading=\"lazy\" decoding=\"async\" width=\"2366\" height=\"1586\" data-original=\"https:\/\/zero-zl.cn\/wp-content\/uploads\/2025\/10\/bb40eca79fc610555052abe6bc809dbb.png\" src=\"data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABCAYAAAAfFcSJAAAAAXNSR0IArs4c6QAAAARnQU1BAACxjwv8YQUAAAAJcEhZcwAADsQAAA7EAZUrDhsAAAANSURBVBhXYzh8+PB\/AAffA0nNPuCLAAAAAElFTkSuQmCC\" alt=\"\" class=\"wp-image-2447\"  sizes=\"auto, (max-width: 2366px) 100vw, 2366px\" \/><\/div><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u63a5\u4e0b\u6765\uff0c\u7cfb\u7edf\u4f1a\u5728 Redis \u91cc\u5efa\u7acb\u7528\u6237\u548c\u8fd9\u4e2a\u4f1a\u8bdd ID \u4e4b\u95f4\u7684\u6620\u5c04\u5173\u7cfb\uff0c\u4e5f\u5c31\u662f\u8bf4\uff1a\u8fd9\u4e2a\u4f1a\u8bdd\u662f\u5c5e\u4e8e\u54ea\u4e2a\u7528\u6237\u7684\u3002\u4e3a\u4e86\u9632\u6b62\u4f1a\u8bdd\u65e0\u9650\u5236\u589e\u957f\uff0c\u7cfb\u7edf\u8fd8\u4f1a\u7ed9\u8fd9\u4e2a\u4f1a\u8bdd\u8bbe\u7f6e\u4e00\u4e2a\u8fc7\u671f\u65f6\u95f4\uff0c\u6bd4\u5982 24 \u5c0f\u65f6\u6216 7 \u5929\uff0c\u8d85\u65f6\u540e\u81ea\u52a8\u6e05\u7406\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u6700\u540e\uff0c\u7cfb\u7edf\u4f1a\u628a\u65b0\u751f\u6210\u7684 conversationId \u8fd4\u56de\u7ed9\u5ba2\u6237\u7aef\uff0c\u8868\u793a\u8fd9\u8f6e\u5bf9\u8bdd\u5df2\u7ecf\u6b63\u5f0f\u521b\u5efa\u6210\u529f\uff0c\u7528\u6237\u53ef\u4ee5\u5f00\u59cb\u63d0\u95ee\u5566\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"hIPnX\">03\u3001\u67e5\u8be2\u5386\u53f2\u5bf9\u8bdd\u6d41\u7a0b<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u5f53\u7528\u6237\u60f3\u8981\u67e5\u770b\u4e4b\u524d\u7684\u804a\u5929\u8bb0\u5f55\u65f6\uff0c\u5ba2\u6237\u7aef\u4f1a\u5411\u670d\u52a1\u7aef\u53d1\u9001\u4e00\u4e2a\u67e5\u8be2\u5386\u53f2\u8bb0\u5f55\u7684 REST \u8bf7\u6c42\u3002\u670d\u52a1\u7aef\u6536\u5230\u8bf7\u6c42\u540e\uff0c\u7b2c\u4e00\u6b65\u8fd8\u662f\u5148\u5bf9\u7528\u6237\u7684\u8eab\u4efd\u8fdb\u884c\u6821\u9a8c\uff0c\u786e\u8ba4\u7528\u6237\u662f\u5408\u6cd5\u4e14\u6709\u6743\u9650\u8bbf\u95ee\u5bf9\u5e94\u6570\u636e\u7684\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u63a5\u7740\uff0c\u7cfb\u7edf\u4f1a\u53bb Redis \u4e2d\u67e5\u627e\u5f53\u524d\u7528\u6237\u5bf9\u5e94\u7684 conversationId\uff0c\u4e5f\u5c31\u662f\u8fd9\u4f4d\u7528\u6237\u5f53\u524d\u6b63\u5728\u4f7f\u7528\u7684\u90a3\u4e00\u8f6e\u5bf9\u8bdd\u7684\u6807\u8bc6\u3002\u5982\u679c Redis \u4e2d\u6ca1\u6709\u67e5\u5230\uff0c\u6216\u8005\u8fd9\u6761\u4f1a\u8bdd\u5df2\u7ecf\u8fc7\u671f\u5931\u6548\uff0c\u7cfb\u7edf\u4f1a\u53ca\u65f6\u8fd4\u56de\u63d0\u793a\u4fe1\u606f\uff0c\u907f\u514d\u51fa\u73b0\u65e0\u6548\u8bf7\u6c42\u3002<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>private List&lt;Map&lt;String, String&gt;&gt; getConversationHistory(String conversationId) {\n        String key = \"conversation:\" + conversationId;\n        String json = redisTemplate.opsForValue().get(key);\n        try {\n            if (json == null) {\n                logger.debug(\"\u4f1a\u8bdd {} \u6ca1\u6709\u5386\u53f2\u8bb0\u5f55\", conversationId);\n                return new ArrayList&lt;&gt;();\n            }\n            \n            List&lt;Map&lt;String, String&gt;&gt; history = objectMapper.readValue(json, new TypeReference&lt;List&lt;Map&lt;String, String&gt;&gt;&gt;() {});\n            logger.debug(\"\u8bfb\u53d6\u5230\u4f1a\u8bdd {} \u7684 {} \u6761\u5386\u53f2\u8bb0\u5f55\", conversationId, history.size());\n            return history;\n        } catch (JsonProcessingException e) {\n            logger.error(\"\u89e3\u6790\u5bf9\u8bdd\u5386\u53f2\u51fa\u9519: {}, \u4f1a\u8bddID: {}\", e.getMessage(), conversationId, e);\n            return new ArrayList&lt;&gt;();\n        }\n    }\n<\/code><\/pre>\n\n\n\n<p class=\"wp-block-paragraph\">\u5982\u679c\u4f1a\u8bdd\u662f\u6709\u6548\u7684\uff0c\u90a3\u7cfb\u7edf\u5c31\u4f1a\u7ee7\u7eed\u4ece Redis \u4e2d\u8bfb\u53d6\u8fd9\u4e2a\u4f1a\u8bdd\u5bf9\u5e94\u7684\u804a\u5929\u5386\u53f2\u8bb0\u5f55\uff0c\u5305\u62ec\u4e4b\u524d\u7528\u6237\u95ee\u8fc7\u4ec0\u4e48\u3001\u7cfb\u7edf\u662f\u600e\u4e48\u56de\u7b54\u7684\u3002\u8fd9\u4e9b\u5185\u5bb9\u4f1a\u7ecf\u8fc7\u4e00\u8f6e\u683c\u5f0f\u5316\u5904\u7406\uff0c\u6bd4\u5982\u6309\u65f6\u95f4\u987a\u5e8f\u6392\u5217\u3001\u7ed3\u6784\u6574\u7406\u6e05\u6670\uff0c\u6700\u540e\u7edf\u4e00\u6253\u5305\u6210\u63a5\u53e3\u8fd4\u56de\u6570\u636e\u53d1\u56de\u7ed9\u5ba2\u6237\u7aef\uff0c\u65b9\u4fbf\u524d\u7aef\u5c55\u793a\u6210\u5bf9\u8bdd\u5217\u8868\uff0c\u5e2e\u52a9\u7528\u6237\u5feb\u901f\u56de\u987e\u4e4b\u524d\u7684\u4ea4\u6d41\u5185\u5bb9\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"g71Bf\">\u56db\u3001Redis \u7ed3\u6784\u8bbe\u8ba1<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"X55oj\">01\u3001\u7528\u6237\u5230\u4f1a\u8bdd\u7684\u6620\u5c04<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Key:\u00a0<code>user:{userId}:current_conversation<\/code><\/li>\n\n\n\n<li>Value: \u5f53\u524d\u7528\u6237\u7684 conversationId<\/li>\n\n\n\n<li>TTL: 7 \u5929<\/li>\n\n\n\n<li>\u7528\u9014: \u5feb\u901f\u67e5\u627e\u67d0\u4e2a\u7528\u6237\u7684\u5f53\u524d\u4f1a\u8bdd ID<\/li>\n\n\n\n<li>\u793a\u4f8b\uff1a<\/li>\n<\/ul>\n\n\n\n<pre class=\"wp-block-code\"><code>Key: user:12345:current_conversation\nValue: abcdef123456\n<\/code><\/pre>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"PnRS5\">02\u3001\u5bf9\u8bdd\u5386\u53f2\u8bb0\u5f55:<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Key:\u00a0<code>conversation:{conversationId}<\/code><\/li>\n\n\n\n<li>Value: JSON \u683c\u5f0f\u7684\u5bf9\u8bdd\u5386\u53f2\u8bb0\u5f55\u6570\u7ec4\uff0c\u6bcf\u4e2a\u5143\u7d20\u5305\u542b role\u3001content\u3001timestamp \u5b57\u6bb5<\/li>\n\n\n\n<li>TTL: 7 \u5929<\/li>\n\n\n\n<li>\u7528\u9014: \u5b58\u50a8\u7528\u6237\u7684\u5bf9\u8bdd\u4e0a\u4e0b\u6587\uff0c\u652f\u6301\u591a\u8f6e\u5bf9\u8bdd\uff0c\u9650\u5236\u6700\u591a\u4fdd\u5b58 20 \u6761\u6d88\u606f<\/li>\n\n\n\n<li>\u793a\u4f8b\uff1a<\/li>\n<\/ul>\n\n\n\n<pre class=\"wp-block-code\"><code>{\n\"messages\": &#91;\n    {\"role\": \"user\", \"content\": \"\u4eba\u5de5\u667a\u80fd\u662f\u4ec0\u4e48\uff1f\"},\n    {\"role\": \"assistant\", \"content\": \"\u4eba\u5de5\u667a\u80fd\u662f\u6a21\u62df\u4eba\u7c7b\u667a\u80fd\u7684\u6280\u672f\u3002\"}\n  ]\n}\n<\/code><\/pre>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"JJVg4\">03\u3001\u5386\u53f2\u4f1a\u8bdd\u5217\u8868:<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Key:\u00a0<code>user:{userId}:conversations<\/code><\/li>\n\n\n\n<li>Value: \u7528\u6237\u7684\u6240\u6709 conversationId \u5217\u8868\uff08JSON \u683c\u5f0f\uff09<\/li>\n\n\n\n<li>TTL: 7 \u5929<\/li>\n\n\n\n<li>\u7528\u9014: \u652f\u6301\u7528\u6237\u67e5\u770b\u5386\u53f2\u4f1a\u8bdd\u8bb0\u5f55<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"zrVTb\">04\u3001Prompt \u6a21\u677f\u7f13\u5b58:<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Key:\u00a0<code>prompt_templates:{templateName}<\/code><\/li>\n\n\n\n<li>Value: \u6a21\u677f\u5185\u5bb9<\/li>\n\n\n\n<li>TTL: \u65e0\uff08\u6216\u8f83\u957f\u65f6\u95f4\uff09<\/li>\n\n\n\n<li>\u7528\u9014: \u5b58\u50a8\u7cfb\u7edf\u5b9a\u4e49\u7684 Prompt \u6a21\u677f<\/li>\n\n\n\n<li>\u793a\u4f8b\uff1a<\/li>\n<\/ul>\n\n\n\n<pre class=\"wp-block-code\"><code>{\n  \"name\": \"knowledge_qa\",\n  \"template\": \"\u4f60\u662f\u6d3e\u806a\u660e\uff0c\u4e00\u4e2a\u57fa\u4e8e\u672c\u5730\u77e5\u8bc6\u5e93\u7684\u667a\u80fd\u52a9\u624b\u3002\\n\\n\u5f53\u56de\u7b54\u95ee\u9898\u65f6\uff0c\u8bf7\u9075\u5faa\u4ee5\u4e0b\u89c4\u5219\uff1a\\n1. \u4f18\u5148\u57fa\u4e8e\u63d0\u4f9b\u7684\u53c2\u8003\u4fe1\u606f\u56de\u7b54\\n2. \u5982\u679c\u53c2\u8003\u4fe1\u606f\u4e0d\u8db3\uff0c\u6e05\u695a\u5730\u8868\u660e\\n3. \u56de\u7b54\u8981\u7b80\u6d01\u3001\u51c6\u786e\u3001\u5ba2\u89c2\\n4. \u5f15\u7528\u6765\u6e90\u65f6\u4f7f\u7528&#91;\u6587\u6863X]\u683c\u5f0f\\n\\n\u53c2\u8003\u4fe1\u606f\uff1a\\n{{context}}\\n\\n\u5bf9\u8bdd\u5386\u53f2\uff1a\\n{{history}}\\n\\n\u7528\u6237\u95ee\u9898\uff1a{{query}}\\n\\n\u8bf7\u7528\u4e2d\u6587\u56de\u7b54\u3002\",\n  \"variables\": &#91;\"context\", \"history\", \"query\"],\n  \"max_tokens\": 4000\n}\n<\/code><\/pre>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"mWDm5\">\u4e94\u3001\u63a5\u53e3\u8bbe\u8ba1<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"y8rym\">01\u3001WebSocket \u63a5\u53e3<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>URL<\/strong>:\u00a0<code>\/chat\/{token}<\/code><\/li>\n\n\n\n<li><strong>\u534f\u8bae<\/strong>: WebSocket<\/li>\n\n\n\n<li><strong>\u529f\u80fd<\/strong>: \u7528\u6237\u901a\u8fc7 WebSocket \u53d1\u9001\u6d88\u606f\uff0c\u670d\u52a1\u7aef\u9010\u6bb5\u8fd4\u56de\u56de\u7b54\u5185\u5bb9<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"yCumO\">\u5ba2\u6237\u7aef\u53d1\u9001\u6d88\u606f\u683c\u5f0f:<\/h4>\n\n\n\n<p class=\"wp-block-paragraph\">\u2460\u3001\u666e\u901a\u804a\u5929\u6d88\u606f\uff0c**\u683c\u5f0f**\u4e3a\u7eaf\u6587\u672c\u5b57\u7b26\u4e32\uff0c\u6bd4\u5982\uff1a&#8221;\u6c89\u9ed8\u738b\u4e8c\u662f\u6c99\u96d5\u5417\uff1f&#8221;<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u2461\u3001\u505c\u6b62\u54cd\u5e94\u6307\u4ee4\uff0c<strong>\u683c\u5f0f<\/strong>\u4e3a JSON \u5bf9\u8c61\uff08\u9700\u8981\u5148\u83b7\u53d6\u505c\u6b62\u4ee4\u724c\uff09<strong>\u793a\u4f8b<\/strong>:<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>{\n  \"type\": \"stop\",\n  \"_internal_cmd_token\": \"WSS_STOP_CMD_123456\"\n}\n<\/code><\/pre>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"eZSa5\">\u670d\u52a1\u7aef\u8fd4\u56de\u683c\u5f0f:<\/h4>\n\n\n\n<p class=\"wp-block-paragraph\">\u2460\u3001AI \u54cd\u5e94\u5185\u5bb9\u5757\uff08\u6d41\u5f0f\uff09\uff0c<strong>\u793a\u4f8b<\/strong>:<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>{\"chunk\": \"\u6c89\u9ed8\u738b\u4e8c\u662f\"}\n{\"chunk\": \"\u4e00\u540d\u5e05\u6c14\u7684\"}\n{\"chunk\": \"\u6280\u672f\u535a\u4e3b\u3002\"}\n<\/code><\/pre>\n\n\n\n<p class=\"wp-block-paragraph\">\u2461\u3001\u54cd\u5e94\u5b8c\u6210\u901a\u77e5\uff0c<strong>\u683c\u5f0f<\/strong>: JSON\u5bf9\u8c61\uff0c<strong>\u793a\u4f8b<\/strong>:<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>{\n  \"type\": \"completion\",\n  \"status\": \"finished\",\n  \"message\": \"\u54cd\u5e94\u5df2\u5b8c\u6210\",\n  \"timestamp\": 1703123456789,\n  \"date\": \"2025-05-26T09:04:16.789Z\"\n}\n<\/code><\/pre>\n\n\n\n<p class=\"wp-block-paragraph\">\u2462\u3001\u505c\u6b62\u786e\u8ba4\u901a\u77e5\uff0c<strong>\u683c\u5f0f<\/strong>: JSON\u5bf9\u8c61\uff0c<strong>\u793a\u4f8b<\/strong>:<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>{\n  \"type\": \"stop\",\n  \"message\": \"\u54cd\u5e94\u5df2\u505c\u6b62\",\n  \"timestamp\": 1703123456789,\n  \"date\": \"2025-05-26T09:04:16.789Z\"\n}\n<\/code><\/pre>\n\n\n\n<p class=\"wp-block-paragraph\">\u2463\u3001\u9519\u8bef\u6d88\u606f\uff0c<strong>\u683c\u5f0f<\/strong>: JSON \u5bf9\u8c61\uff0c<strong>\u793a\u4f8b<\/strong>:<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>{\n  \"error\": \"AI\u670d\u52a1\u6682\u65f6\u4e0d\u53ef\u7528\uff0c\u8bf7\u7a0d\u540e\u91cd\u8bd5\"\n}\n<\/code><\/pre>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"in6zy\">02\u3001\u83b7\u53d6\u4e2d\u6b62\u56de\u7b54 Token<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>URL<\/strong>:\u00a0<code>\/api\/chat\/websocket-token<\/code><\/li>\n\n\n\n<li><strong>Method<\/strong>: GET<\/li>\n\n\n\n<li><strong>\u8bf7\u6c42\u5934\uff1a<\/strong><\/li>\n<\/ul>\n\n\n\n<pre class=\"wp-block-code\"><code>Authorization: Bearer {JWT_TOKEN}\nContent-Type: application\/json\n<\/code><\/pre>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Response\uff1a<\/strong><\/li>\n<\/ul>\n\n\n\n<pre class=\"wp-block-code\"><code>{\n  \"code\": 200,\n  \"message\": \"\u83b7\u53d6WebSocket\u505c\u6b62\u6307\u4ee4Token\u6210\u529f\",\n  \"data\": {\n    \"cmdToken\": \"WSS_STOP_CMD_123456\"\n  }\n}\n<\/code><\/pre>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"HUapP\">03\u3001\u83b7\u53d6\u5bf9\u8bdd\u5386\u53f2<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>URL<\/strong>:\u00a0<code>\/api\/v1\/users\/conversation<\/code><\/li>\n\n\n\n<li><strong>Method<\/strong>: GET<\/li>\n\n\n\n<li><strong>\u8bf7\u6c42\u5934\uff1a<\/strong><\/li>\n<\/ul>\n\n\n\n<pre class=\"wp-block-code\"><code>Authorization: Bearer {JWT_TOKEN}\nContent-Type: application\/json\n<\/code><\/pre>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u67e5\u8be2\u53c2\u6570\uff08\u53ef\u9009\uff09\uff1a<\/strong><\/li>\n<\/ul>\n\n\n\n<pre class=\"wp-block-code\"><code>start_date (string, \u53ef\u9009): \u5f00\u59cb\u65e5\u671f\u65f6\u95f4\uff0c\u683c\u5f0f\u652f\u6301\uff1a\n  \u25cf 2023-01-01T12:00:00 (\u5b8c\u6574\u683c\u5f0f)\n  \u25cf 2023-01-01T12:00 (\u4e0d\u5e26\u79d2)\n  \u25cf 2023-01-01T12 (\u4e0d\u5e26\u5206\u949f\u548c\u79d2)\n  \u25cf 2023-01-01 (\u4ec5\u65e5\u671f)\nend_date (string, \u53ef\u9009): \u7ed3\u675f\u65e5\u671f\u65f6\u95f4\uff0c\u683c\u5f0f\u540c\u4e0a\n<\/code><\/pre>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Response<\/strong>:<\/li>\n<\/ul>\n\n\n\n<pre class=\"wp-block-code\"><code>{\n  \"code\": 200,\n  \"message\": \"\u83b7\u53d6\u5bf9\u8bdd\u5386\u53f2\u6210\u529f\",\n  \"data\": &#91;\n    {\n      \"role\": \"user\",\n      \"content\": \"\u6c89\u9ed8\u738b\u4e8c\u662f\u6c99\u96d5\u5417\uff1f\",\n      \"timestamp\": \"2025-01-26T10:30:15\"\n    },\n    {\n      \"role\": \"assistant\", \n      \"content\": \"\u6c89\u9ed8\u738b\u4e8c\u662f\u4e00\u540d\u5e05\u6c14\u7684\u6280\u672f\u535a\u4e3b...\",\n      \"timestamp\": \"2025-01-26T10:30:15\"\n    }\n  ]\n}\n<\/code><\/pre>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u8bf4\u660e<\/strong>: \u6839\u636e\u7528\u6237\u7684userId\u83b7\u53d6\u5176\u5f53\u524d\u4f1a\u8bdd\u7684\u5bf9\u8bdd\u5386\u53f2<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"JQ31I\">04\u3001\u83b7\u53d6\u5bf9\u8bdd\u5386\u53f2(admin)<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>URL<\/strong>:\u00a0<code>\/api\/v1\/admin\/conversation<\/code><\/li>\n\n\n\n<li><strong>Method<\/strong>: GET<\/li>\n\n\n\n<li><strong>\u8bf7\u6c42\u5934\uff1a<\/strong><\/li>\n<\/ul>\n\n\n\n<pre class=\"wp-block-code\"><code>Authorization: Bearer {JWT_TOKEN}\nContent-Type: application\/json\n<\/code><\/pre>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u67e5\u8be2\u53c2\u6570\uff08\u53ef\u9009\uff09\uff1a<\/strong><\/li>\n<\/ul>\n\n\n\n<pre class=\"wp-block-code\"><code>userid: string     (\u53ef\u9009) - \u76ee\u6807\u7528\u6237ID\uff08\u6570\u5b57\uff09\uff0c\u4e0d\u586b\u5219\u83b7\u53d6\u6240\u6709\u7528\u6237\u7684\u5bf9\u8bdd\u5386\u53f2\nstart_date: string (\u53ef\u9009) - \u5f00\u59cb\u65e5\u671f\u65f6\u95f4\uff0c\u591a\u79cd\u683c\u5f0f\u652f\u6301\nend_date: string   (\u53ef\u9009) - \u7ed3\u675f\u65e5\u671f\u65f6\u95f4\uff0c\u591a\u79cd\u683c\u5f0f\u652f\u6301\n\nyyyy-MM-dd              \u4f8b: 2025-01-26\nyyyy-MM-ddTHH:mm        \u4f8b: 2025-01-26T10:30\nyyyy-MM-ddTHH:mm:ss     \u4f8b: 2025-01-26T10:30:15\n<\/code><\/pre>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Response<\/strong>:<\/li>\n<\/ul>\n\n\n\n<pre class=\"wp-block-code\"><code>{\n  \"code\": 200,\n  \"message\": \"\u83b7\u53d6\u5bf9\u8bdd\u5386\u53f2\u6210\u529f\",\n  \"data\": &#91;\n    {\n      \"role\": \"user\",\n      \"content\": \"\u6c89\u9ed8\u738b\u4e8c\u662f\u6c99\u96d5\u5417\uff1f\",\n      \"timestamp\": \"2025-01-26T10:30:15\",\n      \"username\": \"test\"\n    },\n    {\n      \"role\": \"assistant\", \n      \"content\": \"\u6c89\u9ed8\u738b\u4e8c\u662f\u4e00\u540d\u5e05\u6c14\u7684\u6280\u672f\u535a\u4e3b\uff0c\u7f16\u7a0b\u661f\u7403\u5df2\u6709 5 \u4e2a\u5b9e\u6218\u9879\u76ee\uff1a\u7f16\u7a0b\u55b5\u3001\u6280\u672f\u6d3e\u3001mydb\u3001PmHub \u548c\u6d3e\u806a\u660e\u3002\",\n      \"timestamp\": \"2025-01-26T10:30:15\",\n      \"username\": \"test\"\n    },\n    {\n      \"role\": \"user\",\n      \"content\": \"\u6c89\u9ed8\u738b\u4e8c\u6709\u4ec0\u4e48\u7279\u6b8a\u7656\u597d\u5417\uff1f\",\n      \"timestamp\": \"2025-01-26T11:15:30\",\n      \"username\": \"admin\"\n    },\n    {\n      \"role\": \"assistant\",\n      \"content\": \"\u6c89\u9ed8\u738b\u4e8c\u559c\u6b22\u7f8e\u5973\uff0c\u559c\u6b22\u7bee\u7403\u3001\u559c\u6b22\u8db3\u7403\u3001\u559c\u6b22\u6280\u672f\u3001\u559c\u6b22\u6492\u91ce\u3002\",\n      \"timestamp\": \"2025-01-26T11:15:30\",\n      \"username\": \"admin\"\n    }\n  ]\n}\n<\/code><\/pre>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"gtlNi\">\u516d\u3001Prompt\u6784\u5efa\u4e0e\u7ba1\u7406\u8bbe\u8ba1<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\"><a href=\"https:\/\/paicoding.com\/article\/detail\/2526728310765577\">\u6d3e\u806a\u660e Prompt \u8bbe\u8ba1\u65b9\u6848<\/a><\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"pVWlO\">\u4e03\u3001\u5c0f\u7ed3<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u804a\u5929\u52a9\u624b\u6a21\u5757\u662f\u6d3e\u806a\u660e\u7cfb\u7edf\u4e2d\u6700\u5173\u952e\u7684\u4ea4\u4e92\u4e2d\u67a2\uff0c\u5b83\u6574\u5408\u4e86 WebSocket \u5b9e\u65f6\u901a\u4fe1\u3001Redis \u5bf9\u8bdd\u5b58\u50a8\u3001\u672c\u5730\u77e5\u8bc6\u5e93\u68c0\u7d22\u4ee5\u53ca\u5927\u8bed\u8a00\u6a21\u578b\uff08\u5982 DeepSeek\uff09\u7684\u5f3a\u5927\u80fd\u529b\uff0c\u4e3a\u7528\u6237\u63d0\u4f9b\u4e86\u4e00\u79cd\u57fa\u4e8e\u77e5\u8bc6\u5e93\u7684\u667a\u80fd\u95ee\u7b54\u4f53\u9a8c\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u8fd9\u4e2a\u6a21\u5757\u7684\u6700\u5927\u7279\u70b9\u5728\u4e8e\uff0c\u5b83\u4e0d\u4ec5\u80fd\u201c\u56de\u7b54\u95ee\u9898\u201d\uff0c\u66f4\u80fd\u7ed3\u5408\u77e5\u8bc6\u5e93\u5185\u5bb9\uff0c\u751f\u6210\u6709\u4f9d\u636e\u3001\u6709\u6df1\u5ea6\u7684\u56de\u7b54\u3002\u8fd9\u80cc\u540e\uff0c\u5f97\u76ca\u4e8e\u6211\u4eec\u5bf9 Prompt \u6784\u5efa\u4e0e\u7ba1\u7406\u673a\u5236 \u7684\u6df1\u5ea6\u8bbe\u8ba1\u2014\u2014\u7cfb\u7edf\u5185\u7f6e\u4e86\u4e00\u6574\u5957\u7ed3\u6784\u5316\u7684 Prompt \u6a21\u677f\u4f53\u7cfb\uff0c\u80fd\u591f\u667a\u80fd\u62fc\u63a5\u68c0\u7d22\u7ed3\u679c\u3001\u5bf9\u8bdd\u4e0a\u4e0b\u6587\u548c\u7cfb\u7edf\u6307\u4ee4\uff0c\u4ece\u800c\u6784\u5efa\u51fa\u66f4\u9002\u5408\u8bed\u8a00\u6a21\u578b\u7406\u89e3\u548c\u8f93\u51fa\u7684 Prompt\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u8fd9\u4e00\u6574\u5957\u673a\u5236\u7684\u5b58\u5728\uff0c\u4f7f\u5f97\u6d3e\u806a\u660e\u771f\u6b63\u5177\u5907\u4e86 RAG 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