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\"\"<\/div><\/figure>\n\n\n\n

02\u3001\u77e5\u8bc6\u68c0\u7d22<\/h3>\n\n\n\n

\u6574\u4e2a\u77e5\u8bc6\u68c0\u7d22\u6d41\u7a0b\u4f53\u73b0\u4e86 RAG \u667a\u80fd\u77e5\u8bc6\u5e93\u7ba1\u7406\u7cfb\u7edf\u7684\u6838\u5fc3\u7279\u5f81\uff1a\u8bed\u4e49\u7406\u89e3\u3001\u6743\u9650\u63a7\u5236\u3001\u9ad8\u6027\u80fd\u68c0\u7d22\u548c\u7528\u6237\u53cb\u597d\u7684\u4ea4\u4e92\u4f53\u9a8c\u3002<\/p>\n\n\n\n

\"\"<\/div><\/figure>\n\n\n\n

\u7b2c\u4e00\u9636\u6bb5\u662f\u7528\u6237\u67e5\u8be2\u8bf7\u6c42\u3002\u7528\u6237\u901a\u8fc7\u524d\u7aef\u754c\u9762\u53d1\u8d77\u67e5\u8be2\u8bf7\u6c42\uff0c\u7cfb\u7edf\u9996\u5148\u63a5\u6536\u7528\u6237\u7684\u81ea\u7136\u8bed\u8a00\u67e5\u8be2\u6587\u672c\uff0c\u5e76\u901a\u8fc7 WebSocket \u5b9e\u65f6\u4f20\u8f93\u5230\u540e\u7aef\u670d\u52a1\u3002<\/p>\n\n\n\n

\"\"<\/div><\/figure>\n\n\n\n

\u7b2c\u4e8c\u9636\u6bb5\u662f\u67e5\u8be2\u9884\u5904\u7406\u4e0e\u5411\u91cf\u5316\u3002\u67e5\u8be2\u670d\u52a1\u63a5\u6536\u5230\u7528\u6237\u8bf7\u6c42\u540e\uff0c\u4f1a\u83b7\u53d6\u7528\u6237\u7684\u7ec4\u7ec7\u6807\u7b7e\u4fe1\u606f\u548c\u6743\u9650\u6570\u636e\uff0c\u786e\u4fdd\u540e\u7eed\u68c0\u7d22\u7b26\u5408\u6743\u9650\u63a7\u5236\u8981\u6c42\u3002\u540c\u65f6\uff0c\u7cfb\u7edf\u5c06\u67e5\u8be2\u6587\u672c\u53d1\u9001\u7ed9\u5411\u91cf\u5316\u670d\u52a1\u8fdb\u884c\u5411\u91cf\u5316\u5904\u7406\uff0c\u5c06\u81ea\u7136\u8bed\u8a00\u8f6c\u6362\u4e3a\u9ad8\u7ef4\u5411\u91cf\u8868\u793a\uff0c\u8fd9\u662f\u5b9e\u73b0\u8bed\u4e49\u68c0\u7d22\u7684\u5173\u952e\u6b65\u9aa4\u3002<\/p>\n\n\n\n

\"\"<\/div><\/figure>\n\n\n\n

\u7b2c\u4e09\u9636\u6bb5\u662f\u6df7\u5408\u68c0\u7d22\u6267\u884c\u3002HybridSearchService.java<\/code> \u6267\u884c\u6838\u5fc3\u7684\u6df7\u5408\u68c0\u7d22\u903b\u8f91\u3002\u7cfb\u7edf\u6784\u5efa\u5305\u542b\u6743\u9650\u8fc7\u6ee4\u6761\u4ef6\u7684\u7efc\u5408\u67e5\u8be2\uff0c\u7ed3\u5408\u5411\u91cf\u76f8\u4f3c\u5ea6\u68c0\u7d22\u548c\u5173\u952e\u8bcd\u5339\u914d\uff0c\u5728 Elasticsearch \u4e2d\u8fdb\u884c\u9ad8\u6548\u641c\u7d22\u3002\u8fd9\u79cd\u6df7\u5408\u68c0\u7d22\u7b56\u7565\u65e2\u4fdd\u8bc1\u4e86\u8bed\u4e49\u7406\u89e3\u7684\u51c6\u786e\u6027\uff0c\u53c8\u517c\u987e\u4e86\u5173\u952e\u8bcd\u5339\u914d\u7684\u7cbe\u786e\u6027\u3002<\/p>\n\n\n\n

\"\"<\/div><\/figure>\n\n\n\n

\u7b2c\u56db\u9636\u6bb5\u662f\u7ed3\u679c\u6392\u5e8f\u4e0e\u6743\u9650\u8fc7\u6ee4\u3002\u68c0\u7d22\u5230\u7684\u5019\u9009\u7ed3\u679c\u4f1a\u7ecf\u8fc7\u4e25\u683c\u7684\u6743\u9650\u9a8c\u8bc1\uff0c\u786e\u4fdd\u7528\u6237\u53ea\u80fd\u8bbf\u95ee\u6709\u6743\u9650\u7684\u77e5\u8bc6\u5185\u5bb9\u3002\u7cfb\u7edf\u6839\u636e\u76f8\u4f3c\u5ea6\u5f97\u5206\u3001\u5173\u952e\u8bcd\u5339\u914d\u5ea6\u7b49\u591a\u4e2a\u7ef4\u5ea6\u5bf9\u7ed3\u679c\u8fdb\u884c\u7efc\u5408\u6392\u5e8f\uff0c\u5e76\u6309\u7167 SearchRequest.java<\/code> \u4e2d\u5b9a\u4e49\u7684 topK \u53c2\u6570\u8fd4\u56de\u6700\u76f8\u5173\u7684\u7ed3\u679c\u3002<\/p>\n\n\n\n

\"\"<\/div><\/figure>\n\n\n\n

\u7b2c\u4e94\u9636\u6bb5\u662f\u7ed3\u679c\u8fd4\u56de\u4e0e\u5c55\u793a\u3002\u6700\u7ec8\u7684\u77e5\u8bc6\u7247\u6bb5\u901a\u8fc7 SearchController.java<\/code>\u8fd4\u56de\u7ed9\u524d\u7aef\uff0c chat-message.vue<\/code>\u7ec4\u4ef6\u8d1f\u8d23\u6e32\u67d3\u548c\u5c55\u793a\u68c0\u7d22\u7ed3\u679c\uff0c\u4e3a\u7528\u6237\u63d0\u4f9b\u76f4\u89c2\u7684\u77e5\u8bc6\u83b7\u53d6\u4f53\u9a8c\u3002<\/p>\n\n\n\n

\"\"<\/div><\/figure>\n\n\n\n

03\u3001\u804a\u5929\u52a9\u624b<\/h3>\n\n\n\n

\u6574\u4e2a\u804a\u5929\u52a9\u624b\u6d41\u7a0b\u4f53\u73b0\u4e86\u73b0\u4ee3 AI \u5e94\u7528\u7684\u6838\u5fc3\u7279\u5f81\uff1a\u5b9e\u65f6\u6027\u3001\u667a\u80fd\u6027\u3001\u53ef\u9760\u6027\u548c\u7528\u6237\u53cb\u597d\u6027\u3002<\/p>\n\n\n\n

\"\"<\/div><\/figure>\n\n\n\n

\u7b2c\u4e00\u6b65\u662f\u7528\u6237\u901a\u8fc7 WebSocket \u53d1\u9001\u95ee\u9898\u3002\u7528\u6237\u5728 input-box.vue<\/code> \u7ec4\u4ef6\u4e2d\u8f93\u5165\u95ee\u9898\uff0c\u70b9\u51fb\u53d1\u9001\u6309\u94ae\u540e\uff0c\u524d\u7aef\u901a\u8fc7 index.ts<\/code>\u4e2d\u7684 WebSocket \u8fde\u63a5\u53d1\u9001\u6d88\u606f\u3002\u7cfb\u7edf\u4f7f\u7528 @vueuse\/core \u7684 useWebSocket \u5efa\u7acb\u8fde\u63a5\uff0c\u652f\u6301\u81ea\u52a8\u91cd\u8fde\u673a\u5236\u3002\u524d\u7aef\u4f1a\u5148\u5c06\u7528\u6237\u6d88\u606f\u6dfb\u52a0\u5230\u5bf9\u8bdd\u5217\u8868\uff0c\u7136\u540e\u901a\u8fc7 chatStore.wsSend(input.value.message) \u53d1\u9001\u5230\u540e\u7aef\u3002<\/p>\n\n\n\n

\"\"<\/div><\/figure>\n\n\n\n

\u7b2c\u4e8c\u6b65\u662f\u7cfb\u7edf\u8c03\u7528\u77e5\u8bc6\u68c0\u7d22\u6a21\u5757\u83b7\u53d6\u76f8\u5173\u5185\u5bb9\u3002ChatWebSocketHandler.java<\/code> \u63a5\u6536\u5230 WebSocket \u6d88\u606f\u540e\uff0c\u8c03\u7528 ChatHandler.java<\/code> \u7684 processMessage \u65b9\u6cd5\u3002\u7cfb\u7edf\u9996\u5148\u83b7\u53d6\u6216\u521b\u5efa\u4f1a\u8bdd ID\uff0c\u7136\u540e\u8c03\u7528 searchService.searchWithPermission(userMessage, userId, 5) \u6267\u884c\u5e26\u6743\u9650\u8fc7\u6ee4\u7684\u6df7\u5408\u641c\u7d22\uff0c\u4ece Elasticsearch \u4e2d\u68c0\u7d22\u6700\u76f8\u5173\u7684 5 \u6761\u77e5\u8bc6\u7247\u6bb5\uff0c\u786e\u4fdd\u7528\u6237\u53ea\u80fd\u8bbf\u95ee\u6709\u6743\u9650\u7684\u5185\u5bb9\u3002<\/p>\n\n\n\n

\"\"<\/div><\/figure>\n\n\n\n

\u7b2c\u4e09\u6b65\u662f\u7cfb\u7edf\u6784\u5efa\u5305\u542b\u68c0\u7d22\u7ed3\u679c\u548c\u5386\u53f2\u5bf9\u8bdd\u7684 Prompt\u3002\u7cfb\u7edf\u901a\u8fc7 getConversationHistory(conversationId) \u4ece Redis \u4e2d\u83b7\u53d6\u5bf9\u8bdd\u5386\u53f2\u8bb0\u5f55\uff0c\u652f\u6301\u6700\u8fd1 20 \u6761\u6d88\u606f\u7684\u4e0a\u4e0b\u6587\u4fdd\u6301\u3002\u7136\u540e\u8c03\u7528 buildContext(searchResults) \u65b9\u6cd5\u5c06\u68c0\u7d22\u5230\u7684\u77e5\u8bc6\u7247\u6bb5\u683c\u5f0f\u5316\u4e3a\u4e0a\u4e0b\u6587\u4fe1\u606f\uff0c\u6bcf\u4e2a\u7247\u6bb5\u9650\u5236\u5728 300 \u5b57\u7b26\u5185\u5e76\u7f16\u53f7\u6807\u8bb0\u3002\u8fd9\u6837\u6784\u5efa\u7684 Prompt \u65e2\u5305\u542b\u4e86\u76f8\u5173\u7684\u77e5\u8bc6\u80cc\u666f\uff0c\u53c8\u4fdd\u6301\u4e86\u5bf9\u8bdd\u7684\u8fde\u7eed\u6027\u3002<\/p>\n\n\n\n

\"\"<\/div><\/figure>\n\n\n\n

\u7b2c\u56db\u6b65\u662f\u8c03\u7528\u5927\u8bed\u8a00\u6a21\u578b API \u751f\u6210\u56de\u7b54\u3002\u7cfb\u7edf\u8c03\u7528 DeepSeekClient.java<\/code> \u7684 streamResponse \u65b9\u6cd5\uff0c\u5c06\u7528\u6237\u95ee\u9898\u3001\u6784\u5efa\u7684\u4e0a\u4e0b\u6587\u548c\u5bf9\u8bdd\u5386\u53f2\u4e00\u8d77\u53d1\u9001\u7ed9 DeepSeek API\u3002\u8fd9\u4e2a\u8fc7\u7a0b\u91c7\u7528\u6d41\u5f0f\u8c03\u7528\u65b9\u5f0f\uff0c\u80fd\u591f\u5b9e\u65f6\u63a5\u6536 AI \u751f\u6210\u7684\u5185\u5bb9\u7247\u6bb5\uff0c\u800c\u4e0d\u9700\u8981\u7b49\u5f85\u5b8c\u6574\u56de\u7b54\u751f\u6210\u5b8c\u6bd5\u3002<\/p>\n\n\n\n

\"\"<\/div><\/figure>\n\n\n\n

\u7b2c\u4e94\u6b65\u662f\u901a\u8fc7 WebSocket \u6d41\u5f0f\u8fd4\u56de\u751f\u6210\u5185\u5bb9\u3002\u5f53 DeepSeek API \u8fd4\u56de\u5185\u5bb9\u7247\u6bb5\u65f6\uff0c\u7cfb\u7edf\u901a\u8fc7 sendResponseChunk \u65b9\u6cd5\u5c06\u6bcf\u4e2a chunk \u5305\u88c5\u6210 JSON \u683c\u5f0f \uff08 {\"chunk\": \"\u5185\u5bb9\u7247\u6bb5\"} \uff09<\/code> \u5e76\u901a\u8fc7 WebSocket \u5b9e\u65f6\u53d1\u9001\u7ed9\u524d\u7aef\u3002\u524d\u7aef\u5728 input-box.vue \u4e2d\u76d1\u542c wsData \u53d8\u5316\uff0c\u5f53\u63a5\u6536\u5230\u5305\u542b chunk \u5b57\u6bb5\u7684\u6570\u636e\u65f6\uff0c\u4f1a\u5c06\u5185\u5bb9\u8ffd\u52a0\u5230\u52a9\u624b\u6d88\u606f\u7684 content \u4e2d\uff0c\u5b9e\u73b0\u6253\u5b57\u673a\u6548\u679c\u7684\u5b9e\u65f6\u663e\u793a\u3002<\/p>\n\n\n\n

\"\"<\/div><\/figure>\n\n\n\n

\u7b2c\u516d\u6b65\u662f\u4fdd\u5b58\u5bf9\u8bdd\u8bb0\u5f55\u5230\u6570\u636e\u5e93\u3002\u5f53 AI \u56de\u7b54\u5b8c\u6210\u540e\uff0c\u7cfb\u7edf\u901a\u8fc7\u540e\u53f0\u7ebf\u7a0b\u68c0\u6d4b\u54cd\u5e94\u5b8c\u6210\u72b6\u6001\uff0c\u7136\u540e\u8c03\u7528 updateConversationHistory \u65b9\u6cd5\u5c06\u5b8c\u6574\u7684\u7528\u6237\u95ee\u9898\u548c AI \u56de\u7b54\u4fdd\u5b58\u5230 Redis \u4e2d\u3002\u5bf9\u8bdd\u8bb0\u5f55\u5305\u542b\u89d2\u8272\u6807\u8bc6\uff08user\/assistant\uff09\u3001\u5185\u5bb9\u548c\u65f6\u95f4\u6233\uff0c\u652f\u6301 7 \u5929\u7684\u6570\u636e\u4fdd\u7559\u671f\u3002\u540c\u65f6\u53d1\u9001\u5b8c\u6210\u901a\u77e5\uff08 {“type”: “completion”, “status”: “finished”} \uff09\u7ed9\u524d\u7aef\uff0c\u524d\u7aef\u63a5\u6536\u540e\u5c06\u6d88\u606f\u72b6\u6001\u66f4\u65b0\u4e3a”finished”\u3002<\/p>\n\n\n\n

\"\"<\/div><\/figure>\n\n\n\n

\u8fd9\u4e00\u5757\u4e5f\u662f\u6574\u4e2a RAG \u77e5\u8bc6\u5e93\u7684\u6838\u5fc3\uff0c\u804a\u5929\u7684\u8bf7\u6c42\u4f1a\u7ed3\u5408\u77e5\u8bc6\u5e93\u8fdb\u884c\u76f8\u5e94\u7684\u56de\u590d\uff0c\u8fd9\u4e00\u70b9\u975e\u5e38\u91cd\u8981\u3002<\/p>\n\n\n\n

\"\"<\/div><\/figure>\n\n\n\n

04\u3001\u6743\u9650\u7ba1\u7406<\/h3>\n\n\n\n

\u6d3e\u806a\u660e\u5b9e\u73b0\u4e86\u4e00\u5957\u5b8c\u6574\u7684\u7ec4\u7ec7\u6743\u9650\u7ba1\u7406\u4f53\u7cfb\uff0c\u4ece\u7ba1\u7406\u5458\u521b\u5efa\u7ec4\u7ec7\u6807\u7b7e\u5230\u7528\u6237\u6587\u4ef6\u8bbf\u95ee\u63a7\u5236\u5f62\u6210\u4e86\u5b8c\u6574\u7684\u6743\u9650\u7ba1\u7406\u95ed\u73af\u3002<\/p>\n\n\n\n

\"\"<\/div><\/figure>\n\n\n\n

\u6574\u4e2a\u6743\u9650\u7ba1\u7406\u6d41\u7a0b\u59cb\u4e8e\u7ba1\u7406\u5458\u901a\u8fc7 AdminController.java<\/code> \u4e2d\u7684\u63a5\u53e3\u521b\u5efa\u548c\u7ba1\u7406\u7ec4\u7ec7\u6807\u7b7e\u3002\u7ba1\u7406\u5458\u53ef\u4ee5\u901a\u8fc7 POST \/api\/admin\/org-tags<\/code> \u63a5\u53e3\u521b\u5efa\u5177\u6709\u5c42\u7ea7\u7ed3\u6784\u7684\u7ec4\u7ec7\u6807\u7b7e\uff0c\u652f\u6301\u8bbe\u7f6e\u6807\u7b7e ID\u3001\u540d\u79f0\u3001\u63cf\u8ff0\u548c\u7236\u7ea7\u6807\u7b7e\uff0c\u6240\u6709\u6807\u7b7e\u4fe1\u606f\u90fd\u5b58\u50a8\u5728 ddl.sql<\/code>\u5b9a\u4e49\u7684 organization_tags \u8868\u4e2d\u3002<\/p>\n\n\n\n

\"\"<\/div><\/figure>\n\n\n\n

\u5728\u7ec4\u7ec7\u6807\u7b7e\u521b\u5efa\u5b8c\u6210\u540e\uff0c\u7ba1\u7406\u5458\u901a\u8fc7 PUT \/api\/admin\/users\/{userId}\/org-tags<\/code> \u63a5\u53e3\u4e3a\u7528\u6237\u5206\u914d\u76f8\u5e94\u7684\u7ec4\u7ec7\u6807\u7b7e\u3002\u8fd9\u4e9b\u6807\u7b7e\u4ee5\u9017\u53f7\u5206\u9694\u7684\u5b57\u7b26\u4e32\u5f62\u5f0f\u5b58\u50a8\u5728\u7528\u6237\u8868\u7684 org_tags \u5b57\u6bb5\u4e2d\u3002\u7cfb\u7edf\u7684\u4e00\u4e2a\u91cd\u8981\u7279\u6027\u662f\u652f\u6301\u5c42\u7ea7\u6743\u9650\u7ee7\u627f\uff0c OrgTagCacheService.java<\/code> \u8d1f\u8d23\u8ba1\u7b97\u7528\u6237\u7684\u6709\u6548\u7ec4\u7ec7\u6807\u7b7e\uff0c\u786e\u4fdd\u7528\u6237\u5728\u62e5\u6709\u7236\u7ea7\u6807\u7b7e\u65f6\u81ea\u52a8\u83b7\u5f97\u6240\u6709\u5b50\u7ea7\u6807\u7b7e\u7684\u8bbf\u95ee\u6743\u9650\u3002\u4e3a\u4e86\u63d0\u9ad8\u67e5\u8be2\u6027\u80fd\uff0c\u7cfb\u7edf\u4f7f\u7528 Redis \u7f13\u5b58\u7528\u6237\u7684\u6709\u6548\u7ec4\u7ec7\u6807\u7b7e\u4fe1\u606f\u3002<\/p>\n\n\n\n

\"\"<\/div><\/figure>\n\n\n\n

\u5f53\u7528\u6237\u4e0a\u4f20\u6587\u4ef6\u65f6\uff0c\u524d\u7aef\u7684 upload-dialog.vue<\/code> \u63d0\u4f9b\u4e86\u76f4\u89c2\u7684\u6743\u9650\u8bbe\u7f6e\u754c\u9762\u3002\u7ba1\u7406\u5458\u53ef\u4ee5\u901a\u8fc7\u7ea7\u8054\u9009\u62e9\u5668\u9009\u62e9\u4efb\u610f\u7ec4\u7ec7\u6807\u7b7e\uff0c\u800c\u666e\u901a\u7528\u6237\u53ea\u80fd\u9009\u62e9\u81ea\u5df1\u88ab\u5206\u914d\u7684\u7ec4\u7ec7\u6807\u7b7e\u3002\u540c\u65f6\uff0c\u7528\u6237\u9700\u8981\u8bbe\u7f6e\u6587\u4ef6\u7684\u53ef\u89c1\u6027\u7ea7\u522b\uff0c\u9009\u62e9\u516c\u5f00\u6216\u79c1\u6709\u3002\u540e\u7aef\u7684 UploadController.java<\/code> \u5728\u5904\u7406\u6587\u4ef6\u4e0a\u4f20\u65f6\u4f1a\u63a5\u6536\u8fd9\u4e9b\u6743\u9650\u53c2\u6570\uff0c\u5982\u679c\u7528\u6237\u672a\u6307\u5b9a\u7ec4\u7ec7\u6807\u7b7e\uff0c\u7cfb\u7edf\u4f1a\u81ea\u52a8\u4f7f\u7528\u7528\u6237\u7684\u4e3b\u7ec4\u7ec7\u6807\u7b7e\uff0c\u786e\u4fdd\u6bcf\u4e2a\u6587\u4ef6\u90fd\u6709\u660e\u786e\u7684\u6743\u9650\u5f52\u5c5e\u3002<\/p>\n\n\n\n

\"\"<\/div><\/figure>\n\n\n\n

\u7cfb\u7edf\u7684\u6743\u9650\u63a7\u5236\u6838\u5fc3\u5728\u4e8e OrgTagAuthorizationFilter.java<\/code> \uff0c\u8fd9\u4e2a\u8fc7\u6ee4\u5668\u7edf\u4e00\u5904\u7406\u6240\u6709 API \u8bf7\u6c42\u7684\u6743\u9650\u9a8c\u8bc1\u3002\u5b83\u91c7\u7528\u4e86\u667a\u80fd\u7684\u6743\u9650\u5224\u65ad\u903b\u8f91\uff1a\u516c\u5f00\u8d44\u6e90\u76f4\u63a5\u5141\u8bb8\u8bbf\u95ee\uff0c\u9ed8\u8ba4\u7ec4\u7ec7\u6216\u65e0\u7ec4\u7ec7\u6807\u7b7e\u7684\u8d44\u6e90\u4e5f\u5141\u8bb8\u8bbf\u95ee\uff0c\u79c1\u6709\u6807\u7b7e\u8d44\u6e90\u4ec5\u9650\u6240\u6709\u8005\u548c\u7ba1\u7406\u5458\u8bbf\u95ee\uff0c\u5176\u4ed6\u60c5\u51b5\u5219\u9700\u8981\u68c0\u67e5\u7528\u6237\u7684\u6709\u6548\u7ec4\u7ec7\u6807\u7b7e\u662f\u5426\u4e0e\u8d44\u6e90\u7684\u7ec4\u7ec7\u6807\u7b7e\u5339\u914d\u3002<\/p>\n\n\n\n

\"\"<\/div><\/figure>\n\n\n\n

\u5728\u77e5\u8bc6\u68c0\u7d22\u73af\u8282\uff0c HybridSearchService.java<\/code> \u7684 searchWithPermission<\/code> \u65b9\u6cd5\u786e\u4fdd\u7528\u6237\u53ea\u80fd\u68c0\u7d22\u5230\u6709\u6743\u9650\u8bbf\u95ee\u7684\u5185\u5bb9\u3002\u7cfb\u7edf\u4f1a\u83b7\u53d6\u7528\u6237\u7684\u6709\u6548\u7ec4\u7ec7\u6807\u7b7e\uff0c\u5e76\u5728 Elasticsearch \u67e5\u8be2\u4e2d\u6dfb\u52a0\u76f8\u5e94\u7684\u6743\u9650\u8fc7\u6ee4\u6761\u4ef6\uff0c\u65e0\u8bba\u662f\u5411\u91cf\u641c\u7d22\u8fd8\u662f\u6587\u672c\u641c\u7d22\u90fd\u4f1a\u5e94\u7528\u8fd9\u4e9b\u6743\u9650\u9650\u5236\u3002<\/p>\n\n\n\n

\"\"<\/div><\/figure>\n\n\n\n

\u6700\u7ec8\uff0c\u7528\u6237\u901a\u8fc7 DocumentService.java<\/code> \u53ea\u80fd\u770b\u5230\u81ea\u5df1\u6709\u6743\u8bbf\u95ee\u7684\u6587\u4ef6\u548c\u5185\u5bb9\u3002\u8fd9\u5305\u62ec\u7528\u6237\u81ea\u5df1\u4e0a\u4f20\u7684\u6587\u4ef6\u3001\u6807\u8bb0\u4e3a\u516c\u5f00\u7684\u6587\u4ef6\u3001\u7528\u6237\u6240\u5c5e\u7ec4\u7ec7\u6807\u7b7e\u7684\u6587\u4ef6\u4ee5\u53ca\u9ed8\u8ba4\u7ec4\u7ec7\u7684\u6587\u4ef6\u3002<\/p>\n\n\n\n

\"\"<\/div><\/figure>\n\n\n\n

\u8fd9\u5957\u6743\u9650\u7ba1\u7406\u4f53\u7cfb\u7684\u6280\u672f\u7279\u8272\u4f53\u73b0\u5728\u591a\u4e2a\u65b9\u9762\uff1a\u5c42\u7ea7\u6743\u9650\u7ee7\u627f\u673a\u5236\u8ba9\u7ec4\u7ec7\u7ed3\u6784\u7ba1\u7406\u66f4\u52a0\u7075\u6d3b\uff0cRedis \u7f13\u5b58\u80fd\u663e\u8457\u63d0\u5347\u6743\u9650\u67e5\u8be2\u6027\u80fd\uff0c\u7edf\u4e00\u7684\u6743\u9650\u8fc7\u6ee4\u5668\u786e\u4fdd\u4e86\u6240\u6709 API \u7684\u4e00\u81f4\u6027\u5b89\u5168\u63a7\u5236\u3002\u4ece\u6587\u4ef6\u4e0a\u4f20\u5230\u77e5\u8bc6\u68c0\u7d22\u7684\u5168\u94fe\u8def\u6743\u9650\u63a7\u5236\u5219\u6784\u5efa\u4e86\u5b8c\u6574\u7684\u6570\u636e\u5b89\u5168\u9632\u62a4\u4f53\u7cfb\u3002<\/p>\n\n\n\n

\u4e09\u3001\u6280\u672f\u67b6\u6784\u8bbe\u8ba1<\/h2>\n\n\n\n

\u6d3e\u806a\u660e\u91c7\u7528\u4e86\u5206\u5c42\u67b6\u6784\u8bbe\u8ba1\uff0c\u4ece\u4e0a\u5230\u4e0b\u5206\u4e3a\u524d\u7aef\u5c55\u793a\u5c42\u3001API \u4e0e\u5b89\u5168\u5c42\u3001\u4e1a\u52a1\u903b\u8f91\u5c42\u3001\u6570\u636e\u8bbf\u95ee\u5c42\u548c\u6570\u636e\u5b58\u50a8\u5c42\uff0c\u540c\u65f6\u96c6\u6210\u4e86\u5916\u90e8\u4f9d\u8d56\u670d\u52a1\uff0c\u5f62\u6210\u4e86\u5b8c\u6574\u7684\u4f01\u4e1a\u7ea7\u5e94\u7528\u67b6\u6784\u3002<\/p>\n\n\n\n

\"\"<\/div><\/figure>\n\n\n\n

\u524d\u7aef\u91c7\u7528\u4e86\u591a\u7aef\u9002\u914d\u7b56\u7565\uff0c\u652f\u6301\u79fb\u52a8\u7aef\u548c PC \u7aef\u3002\u786e\u4fdd\u7528\u6237\u53ef\u4ee5\u5728\u4e0d\u540c\u8bbe\u5907\u4e0a\u83b7\u5f97\u4e00\u81f4\u7684\u4f7f\u7528\u4f53\u9a8c\uff0c\u6ee1\u8db3\u79fb\u52a8\u529e\u516c\u548c\u684c\u9762\u529e\u516c\u7684\u4e0d\u540c\u573a\u666f\u9700\u6c42\u3002\u524d\u7aef\u4e0e\u540e\u7aef\u901a\u8fc7\u6807\u51c6\u5316\u7684 API \u63a5\u53e3\u8fdb\u884c\u901a\u4fe1\uff0c\u524d\u540e\u7aef\u5b8c\u5168\u5206\u79bb\u3002<\/p>\n\n\n\n

\u524d\u7aef\u6280\u672f\u6808\u5305\u62ec\uff1a<\/p>\n\n\n\n

    \n
  • \u6846\u67b6<\/strong>\uff1aVue 3 + TypeScript<\/li>\n\n\n\n
  • \u6784\u5efa\u5de5\u5177<\/strong>\uff1aVite<\/li>\n\n\n\n
  • UI\u7ec4\u4ef6\u5e93<\/strong>\uff1aNaive UI<\/li>\n\n\n\n
  • \u72b6\u6001\u7ba1\u7406<\/strong>\uff1aPinia<\/li>\n\n\n\n
  • HTTP\u5ba2\u6237\u7aef<\/strong>\uff1aAxios\/Alova<\/li>\n\n\n\n
  • \u5b9e\u65f6\u901a\u4fe1<\/strong>\uff1aWebSocket<\/li>\n<\/ul>\n\n\n\n

    \u5b89\u5168\u5c42\u662f\u6574\u4e2a\u7cfb\u7edf\u7684\u9632\u62a4\u5c4f\u969c\uff0c\u96c6\u6210\u4e86\u591a\u91cd\u5b89\u5168\u673a\u5236\u3002RESTful API \u63d0\u4f9b\u4e86\u6807\u51c6\u5316\u7684\u63a5\u53e3\u670d\u52a1\uff0cSpring WebSocket \u652f\u6301\u5b9e\u65f6\u901a\u4fe1\u529f\u80fd\uff0c\u8fd9\u5bf9\u4e8e\u804a\u5929\u5bf9\u8bdd\u7b49\u4ea4\u4e92\u573a\u666f\u81f3\u5173\u91cd\u8981\u3002Spring Security \u6846\u67b6\u8d1f\u8d23\u6574\u4f53\u7684\u5b89\u5168\u63a7\u5236\uff0c\u800c JWT \u8ba4\u8bc1\u673a\u5236\u5219\u786e\u4fdd\u4e86\u65e0\u72b6\u6001\u7684\u7528\u6237\u8eab\u4efd\u9a8c\u8bc1\u3002<\/p>\n\n\n\n

    \u4e1a\u52a1\u903b\u8f91\u5c42\u662f\u7cfb\u7edf\u7684\u6838\u5fc3\uff0c\u5206\u4e3a\u56db\u4e2a\u4e3b\u8981\u529f\u80fd\u6a21\u5757\u3002\u7528\u6237\u7ba1\u7406\u6a21\u5757\u5305\u542b BCrypt \u52a0\u5bc6\u3001JWT Token \u751f\u6210\u548c RBAC \u6743\u9650\u63a7\u5236\uff0c\u4ee5\u53ca OrgTags \u7ba1\u7406\u3002\u6587\u4ef6\u4e0a\u4f20\u4e0e\u5904\u7406\u6a21\u5757\u5b9e\u73b0\u4e86\u5206\u7247\u4e0a\u4f20\u3001\u65ad\u70b9\u7eed\u4f20\u3001\u6587\u4ef6\u5408\u5e76\u548c\u5f02\u6b65\u4efb\u52a1\u8c03\u5ea6\u7b49\u529f\u80fd\u3002\u77e5\u8bc6\u5e93\u7d22\u5f15\u6a21\u5757\u8d1f\u8d23\u540c\u4e49\u751f\u6210\u3001ES \u7d22\u5f15\u7ba1\u7406\u3001\u5411\u91cf\u68c0\u7d22\u548c\u6587\u4ef6\u6743\u9650\u8fc7\u6ee4\uff0c\u8fd9\u662f\u667a\u80fd\u68c0\u7d22\u529f\u80fd\u7684\u6280\u672f\u57fa\u7840\u3002\u5bf9\u8bdd\u4ea4\u4e92\u6a21\u5757\u96c6\u6210\u4e86 WebFlux \u54cd\u5e94\u5f0f\u7f16\u7a0b\u3001Prompt \u6784\u5efa\u3001DeepSeek Client \u548c\u4f1a\u8bdd\u7ba1\u7406\uff0c\u53ef\u4ee5\u4e3a\u7528\u6237\u63d0\u4f9b\u6d41\u7545\u7684 AI \u5bf9\u8bdd\u4f53\u9a8c\u3002<\/p>\n\n\n\n

    \u6570\u636e\u8bbf\u95ee\u5c42\u7528\u4e86 Spring Data JPA \u6765\u7b80\u5316\u6570\u636e\u5e93\u64cd\u4f5c\uff0cHibernate \u4f5c\u4e3a ORM \u6846\u67b6\u7528\u6765\u5b9e\u73b0\u5bf9\u8c61\u7684\u5173\u7cfb\u6620\u5c04\u3002<\/p>\n\n\n\n

    \u6570\u636e\u5b58\u50a8\u5c42\u91c7\u7528\u4e86\u591a\u5143\u5316\u7684\u5b58\u50a8\u7b56\u7565\u3002MySQL \u4f5c\u4e3a\u4e3b\u6570\u636e\u5e93\uff0c\u5b58\u50a8\u7528\u6237\u4fe1\u606f\u3001\u6587\u4ef6\u5143\u6570\u636e\u7b49\u7ed3\u6784\u5316\u6570\u636e\u3002Redis \u4f5c\u4e3a\u7f13\u5b58\u670d\u52a1\uff0c\u7528\u4e8e\u5b58\u50a8\u4f1a\u8bdd\u4fe1\u606f\u3001\u6743\u9650\u7f13\u5b58\u7b49\u70ed\u70b9\u6570\u636e\u3002MinIO \u5bf9\u8c61\u5b58\u50a8\u4e13\u95e8\u5904\u7406\u6587\u4ef6\u5b58\u50a8\u9700\u6c42\uff0c\u652f\u6301\u5927\u5bb9\u91cf\u6587\u4ef6\u7684\u5206\u5e03\u5f0f\u5b58\u50a8\u3002Elasticsearch \u8d1f\u8d23\u5168\u6587\u68c0\u7d22\u548c\u5411\u91cf\u641c\u7d22\uff0c\u4e0b\u4e00\u4e2a\u7248\u672c\u53ef\u4ee5\u7528 FAISS\uff0cMeta \u5f00\u6e90\u7684\u8fd9\u4e2a\u5411\u91cf\u6570\u636e\u5e93\u53ef\u4ee5\u4f18\u5316\u5411\u91cf\u76f8\u4f3c\u5ea6\u8ba1\u7b97\u3002<\/p>\n\n\n\n

    \u6d3e\u806a\u660e\u8fd8\u96c6\u6210\u4e86\u591a\u4e2a\u5916\u90e8\u670d\u52a1\u3002DeepSeek API \u7528\u4e8e\u667a\u80fd\u5bf9\u8bdd\u548c\u5185\u5bb9\u751f\u6210\u3002Embedding API \u8d1f\u8d23\u6587\u672c\u5411\u91cf\u5316\uff0c\u5c06\u81ea\u7136\u8bed\u8a00\u8f6c\u6362\u4e3a\u6570\u5b66\u5411\u91cf\uff0c\u8fd9\u662f\u5b9e\u73b0\u8bed\u4e49\u68c0\u7d22\u7684\u5173\u952e\u3002Kafka \u6d88\u606f\u961f\u5217\u5904\u7406\u5f02\u6b65\u4efb\u52a1\uff0c\u786e\u4fdd\u7cfb\u7edf\u7684\u9ad8\u5e76\u53d1\u5904\u7406\u80fd\u529b\u3002LogBack \u63d0\u4f9b\u4e86\u5b8c\u5584\u7684\u65e5\u5fd7\u7ba1\u7406\uff0c\u652f\u6301\u7cfb\u7edf\u76d1\u63a7\u548c\u95ee\u9898\u6392\u67e5\u3002Apache Tika \u5219\u8d1f\u8d23\u591a\u683c\u5f0f\u6587\u6863\u89e3\u6790\uff0c\u652f\u6301 PDF\u3001Word\u3001Excel \u7b49\u591a\u79cd\u6587\u4ef6\u683c\u5f0f\u7684\u5185\u5bb9\u63d0\u53d6\u3002<\/p>\n\n\n\n

    \u6574\u4e2a\u540e\u7aef\u6280\u672f\u6808\u5305\u62ec\uff1a<\/p>\n\n\n\n

      \n
    • \u6846\u67b6<\/strong>\uff1aSpring Boot 3.x<\/li>\n\n\n\n
    • \u5f00\u53d1\u8bed\u8a00<\/strong>\uff1aJava 17+<\/li>\n\n\n\n
    • \u6570\u636e\u5e93<\/strong>\uff1aMySQL 8.0<\/li>\n\n\n\n
    • \u7f13\u5b58<\/strong>\uff1aRedis<\/li>\n\n\n\n
    • \u641c\u7d22\u5f15\u64ce<\/strong>\uff1aElasticsearch<\/li>\n\n\n\n
    • \u6d88\u606f\u961f\u5217<\/strong>\uff1aApache Kafka<\/li>\n\n\n\n
    • \u6587\u6863\u89e3\u6790<\/strong>\uff1aApache Tika<\/li>\n\n\n\n
    • \u5bb9\u5668\u5316<\/strong>\uff1aDocker + Docker Compose<\/li>\n\n\n\n
    • \u8d1f\u8f7d\u5747\u8861<\/strong>\uff1aNginx<\/li>\n\n\n\n
    • \u76d1\u63a7<\/strong>\uff1a\u65e5\u5fd7\u8bb0\u5f55\u548c\u6027\u80fd\u76d1\u63a7<\/li>\n\n\n\n
    • \u5b89\u5168<\/strong>\uff1aHTTPS + JWT\u8ba4\u8bc1<\/li>\n<\/ul>\n\n\n\n

      \u56db\u3001\u7cfb\u7edf\u8bbe\u8ba1\u8981\u70b9<\/h2>\n\n\n\n

      \u6570\u636e\u4e00\u81f4\u6027\u662f\u5927\u591a\u6570\u7cfb\u7edf\u9762\u4e34\u7684\u6838\u5fc3\u6311\u6218\uff0c\u6d3e\u806a\u660e\u901a\u8fc7\u591a\u5c42\u6b21\u7684\u4fdd\u969c\u673a\u5236\u6765\u786e\u4fdd\u6570\u636e\u5728 MySQL\u3001Elasticsearch \u548c MinIO \u4e09\u4e2a\u5b58\u50a8\u7cfb\u7edf\u4e2d\u7684\u4e00\u81f4\u6027\u3002\u6211\u4eec\u4e3a\u6bcf\u4e2a\u6587\u4ef6\u5efa\u7acb\u4e86\u5b8c\u6574\u7684\u751f\u547d\u5468\u671f\u8ddf\u8e2a\u673a\u5236\u3002<\/p>\n\n\n\n

      \u5f53\u6587\u4ef6\u4e0a\u4f20\u5230 MinIO \u540e\uff0c\u7cfb\u7edf\u4f1a\u5728\u72b6\u6001\u8868\u4e2d\u8bb0\u5f55\u201c\u5df2\u4e0a\u4f20\u201d\u72b6\u6001\uff1b\u5f53\u6587\u6863\u88ab\u89e3\u6790\u5e76\u7d22\u5f15\u5230 Elasticsearch \u65f6\uff0c\u72b6\u6001\u66f4\u65b0\u4e3a\u201c\u5df2\u7d22\u5f15\u201d\uff1b\u5f53\u5411\u91cf\u5316\u5b8c\u6210\u540e\uff0c\u72b6\u6001\u53d8\u4e3a\u201c\u5904\u7406\u5b8c\u6210\u201d\u3002<\/p>\n\n\n\n

      \"\"<\/div><\/figure>\n\n\n\n

      \u4e0b\u4e00\u4e2a\u7248\u672c\u6253\u7b97\u8ffd\u52a0\u4e00\u4e2a\u5b9a\u65f6\u4efb\u52a1\uff0c\u5b9a\u671f\u626b\u63cf\u72b6\u6001\u8868\uff0c\u8bc6\u522b\u5f02\u5e38\u8bb0\u5f55\uff0c\u6bd4\u5982\u6587\u4ef6\u5df2\u4e0a\u4f20\u4f46\u957f\u65f6\u95f4\u672a\u5b8c\u6210\u7d22\u5f15\u7684\u60c5\u51b5\u3002\u9488\u5bf9\u8fd9\u4e9b\u5f02\u5e38\uff0c\u7cfb\u7edf\u81ea\u52a8\u89e6\u53d1\u91cd\u8bd5\u673a\u5236\uff0c\u91cd\u65b0\u6267\u884c\u5931\u8d25\u7684\u5904\u7406\u6b65\u9aa4\u3002\u5bf9\u4e8e\u65e0\u6cd5\u81ea\u52a8\u4fee\u590d\u7684\u6570\u636e\uff0c\u7cfb\u7edf\u751f\u6210\u544a\u8b66\u901a\u77e5\u7ba1\u7406\u5458\u4eba\u5de5\u4ecb\u5165\u3002<\/p>\n\n\n\n

      \u5f53\u7528\u6237\u5220\u9664\u6587\u4ef6\u65f6\uff0c\u7cfb\u7edf\u4f1a\u6309\u7167\u9884\u5b9a\u4e49\u7684\u987a\u5e8f\u4f9d\u6b21\u6e05\u7406 Elasticsearch \u7d22\u5f15\u3001MinIO \u6587\u4ef6\u548c MySQL \u8bb0\u5f55\u3002<\/p>\n\n\n\n

      \"\"<\/div><\/figure>\n\n\n\n

      \u6d3e\u806a\u660e\u91c7\u7528\u4e86\u591a\u5c42\u9632\u62a4\u7b56\u7565\uff0cJWT \u8eab\u4efd\u8ba4\u8bc1\u4f5c\u4e3a\u7b2c\u4e00\u9053\u9632\u7ebf\uff0c\u63d0\u4f9b\u65e0\u72b6\u6001\u7684\u7528\u6237\u8eab\u4efd\u9a8c\u8bc1\u673a\u5236\u3002\u540c\u65f6\uff0c\u4ee4\u724c\u7684\u8fc7\u671f\u673a\u5236\u548c\u5237\u65b0\u7b56\u7565\uff0c\u4e5f\u80fd\u591f\u6700\u5927\u7a0b\u5ea6\u786e\u4fdd\u7528\u6237\u8eab\u4efd\u7684\u5b89\u5168\u4e0e\u767b\u5f55\u4f53\u9a8c\u3002<\/p>\n\n\n\n

      \u57fa\u4e8e\u89d2\u8272\u7684\u6743\u9650\u63a7\u5236\u5b9a\u4e49\u4e86\u7528\u6237\u3001\u7ba1\u7406\u5458\u7b49\u4e0d\u540c\u89d2\u8272\u7684\u57fa\u7840\u6743\u9650\u8fb9\u754c\uff0c\u800c\u7ec4\u7ec7\u6807\u7b7e\u6743\u9650\u5219\u5728\u6b64\u57fa\u7840\u4e0a\u5b9e\u73b0\u4e86\u66f4\u7ec6\u7c92\u5ea6\u7684\u6570\u636e\u8bbf\u95ee\u63a7\u5236\uff0c\u8ba9\u4f01\u4e1a\u80fd\u591f\u7075\u6d3b\u5730\u7ba1\u7406\u590d\u6742\u7684\u7ec4\u7ec7\u7ed3\u6784\u548c\u6743\u9650\u9700\u6c42\u3002<\/p>\n\n\n\n

      \"\"<\/div><\/figure>\n\n\n\n

      \u6570\u636e\u9694\u79bb\u901a\u8fc7\u7ec4\u7ec7\u6807\u7b7e\u5b9e\u73b0\u4e86\u591a\u79df\u6237\u67b6\u6784\u4e0b\u7684\u6570\u636e\u5b89\u5168\u3002\u6bcf\u4e2a\u6587\u4ef6\u548c\u77e5\u8bc6\u6761\u76ee\u90fd\u4f1a\u6807\u8bb0\u6240\u5c5e\u7684\u7ec4\u7ec7\u6807\u7b7e\uff0c\u7cfb\u7edf\u5728\u6240\u6709\u6570\u636e\u8bbf\u95ee\u70b9\u90fd\u4f1a\u9a8c\u8bc1\u7528\u6237\u7684\u7ec4\u7ec7\u6807\u7b7e\u6743\u9650\u3002\u8fd9\u79cd\u8bbe\u8ba1\u4e0d\u4ec5\u4fdd\u62a4\u4e86\u6570\u636e\u5b89\u5168\uff0c\u8fd8\u652f\u6301\u4f01\u4e1a\u5185\u90e8\u4e0d\u540c\u90e8\u95e8\u6216\u9879\u76ee\u7684\u6570\u636e\u9694\u79bb\u9700\u6c42\u3002\u5f53\u6587\u4ef6\u4e0a\u4f20\u3001\u5220\u9664\u3001\u6743\u9650\u53d8\u66f4\u65f6\uff0c\u4e5f\u4f1a\u8bb0\u5f55\u65e5\u5fd7\uff0c\u786e\u4fdd\u5728\u51fa\u73b0\u5f02\u5e38\u65f6\uff0c\u80fd\u591f\u7b2c\u4e00\u65f6\u95f4\u8ffd\u6eaf\u5230\u95ee\u9898\u3002<\/p>\n\n\n\n

      \u4e94\u3001\u5f00\u53d1\u8ba1\u5212<\/h2>\n\n\n\n

      \u6211\u4eec\u91c7\u7528\u4e86\u5206\u9636\u6bb5\u5f00\u53d1\u6a21\u5f0f\uff0c\u603b\u5171\u89c4\u5212\u4e86\u4e09\u4e2a\u4e3b\u8981\u5f00\u53d1\u9636\u6bb5\uff0c\u6bcf\u4e2a\u9636\u6bb5\u90fd\u6709\u660e\u786e\u7684\u529f\u80fd\u76ee\u6807\u548c\u6280\u672f\u91cd\u70b9\u3002<\/p>\n\n\n\n

      \"\"<\/div><\/figure>\n\n\n\n

      \u7b2c\u4e00\u9636\u6bb5\uff1a\u6838\u5fc3\u529f\u80fd \uff08\u5df2\u5b8c\u6210\uff09<\/p>\n\n\n\n

        \n
      • \u57fa\u7840\u7528\u6237\u7ba1\u7406\u3001\u6587\u4ef6\u4e0a\u4f20\u548c\u5904\u7406\u529f\u80fd<\/li>\n\n\n\n
      • \u57fa\u4e8e Elasticsearch \u7684\u6df7\u5408\u68c0\u7d22\u7cfb\u7edf<\/li>\n\n\n\n
      • \u57fa\u4e8e RAG \u6280\u672f\u7684\u804a\u5929\u52a9\u624b\u529f\u80fd<\/li>\n<\/ul>\n\n\n\n

        \u7b2c\u4e8c\u9636\u6bb5\uff1a\u7ec4\u7ec7\u6743\u9650 \uff08\u5f53\u524d\u9636\u6bb5\uff09\uff0c\u91cd\u70b9\u89e3\u51b3\u591a\u79df\u6237\u573a\u666f\u4e0b\u7684\u6743\u9650\u7ba1\u7406\u548c\u6570\u636e\u9694\u79bb\u95ee\u9898\uff0c\u901a\u8fc7\u5c42\u7ea7\u5316\u7684\u7ec4\u7ec7\u6807\u7b7e\u7cfb\u7edf\u5b9e\u73b0\u4e86\u7ec6\u7c92\u5ea6\u7684\u8bbf\u95ee\u63a7\u5236\u3002<\/p>\n\n\n\n

          \n
        • \u7ec4\u7ec7\u6807\u7b7e\u7ba1\u7406\u7cfb\u7edf\u7684\u5b9e\u73b0<\/li>\n\n\n\n
        • \u6269\u5c55\u6587\u4ef6\u4e0a\u4f20\u6d41\u7a0b\uff0c\u652f\u6301\u7ec4\u7ec7\u6807\u7b7e\u5173\u8054<\/li>\n\n\n\n
        • \u57fa\u4e8e\u7ec4\u7ec7\u6807\u7b7e\u7684\u6743\u9650\u8fc7\u6ee4\u673a\u5236<\/li>\n<\/ul>\n\n\n\n

          \u7b2c\u4e09\u9636\u6bb5\uff1a\u9ad8\u7ea7\u529f\u80fd\u4e0e\u4f18\u5316 \uff08\u89c4\u5212\u4e2d\uff09<\/p>\n\n\n\n

            \n
          • \u4f18\u5316 Prompt \u6784\u5efa\u548c\u7ba1\u7406\u673a\u5236\uff0c\u8ba9\u6574\u4e2a RAG \u68c0\u7d22\u51fa\u6765\u7684\u7ed3\u679c\u66f4\u52a0\u7b26\u5408\u68c0\u7d22\u6761\u4ef6\u7684\u8bed\u4e49\u3002<\/li>\n\n\n\n
          • \u5b8c\u5584\u6570\u636e\u6e90\u7684\u6570\u636e\u4fdd\u969c\u673a\u5236\uff0c\u6bd4\u5982\u8bf4\u524d\u9762\u63d0\u5230\u7684\u7528\u5b9a\u65f6\u4efb\u52a1\u53bb\u626b\u63cf\u72b6\u6001\u4e0d\u4e00\u81f4\u7684\u6570\u636e\uff0c\u8fdb\u884c\u81ea\u52a8\u8865\u507f\u3002<\/li>\n\n\n\n
          • \u4f18\u5316\u7cfb\u7edf\u6027\u80fd\u548c\u7528\u6237\u4f53\u9a8c\uff0c\u6bd4\u5982\u8bf4\u63a5\u5165 FAISS\uff0c\u76ee\u524d\u6211\u4eec\u5728\u7528 Elasticsearch \u8fdb\u884c\u5411\u91cf\u68c0\u7d22\uff0c\u4f46\u968f\u7740\u6570\u636e\u89c4\u6a21\u7684\u589e\u957f\uff0cFAISS \u80fd\u591f\u63d0\u4f9b\u66f4\u9ad8\u6548\u7684\u5927\u89c4\u6a21\u5411\u91cf\u76f8\u4f3c\u5ea6\u8ba1\u7b97\u80fd\u529b\u3002<\/li>\n<\/ul>\n\n\n\n

            \u516d\u3001\u5c0f\u7ed3<\/h2>\n\n\n\n

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            \u6211\u4eec\u7684\u4f18\u52bf\u5728\u4e8e\uff1a<\/p>\n\n\n\n

              \n
            1. \u667a\u80fd\u6df7\u5408\u68c0\u7d22<\/strong>\uff1a\u7ed3\u5408\u5411\u91cf\u76f8\u4f3c\u5ea6\u548c\u5173\u952e\u8bcd\u5339\u914d\uff0c\u80fd\u591f\u63d0\u4f9b\u66f4\u51c6\u786e\u7684\u641c\u7d22\u7ed3\u679c<\/li>\n\n\n\n
            2. \u7ec4\u7ec7\u7ea7\u6743\u9650\u7ba1\u7406<\/strong>\uff1a\u901a\u8fc7\u7b80\u5316\u7684\u6807\u7b7e\u673a\u5236\u5b9e\u73b0\u6570\u636e\u9694\u79bb\u548c\u5171\u4eab<\/li>\n\n\n\n
            3. \u9ad8\u8d28\u91cf\u7684\u804a\u5929\u52a9\u624b\u670d\u52a1<\/strong>\uff1a\u57fa\u4e8e\u77e5\u8bc6\u5e93\u8fdb\u884c\u7684\u804a\u5929\u5bf9\u8bdd\uff0c\u800c\u4e0d\u662f\u5355\u7eaf\u548c\u5927\u6a21\u578b\u8fdb\u884c\u6587\u5b57 battle<\/li>\n<\/ol>\n\n\n\n

              \u4e0b\u4e00\u7248\u6211\u4eec\u8fd8\u60f3\u505a\u7684\uff0c\u5305\u62ec\uff1a<\/p>\n\n\n\n

                \n
              • \u96c6\u6210 FAISS \u63d0\u5347\u5927\u89c4\u6a21\u5411\u91cf\u68c0\u7d22\u6027\u80fd<\/li>\n\n\n\n
              • \u589e\u5f3a\u591a\u6a21\u6001\u5185\u5bb9\u652f\u6301\uff0c\u80fd\u591f\u5904\u7406\u56fe\u50cf\u548c\u97f3\u9891\u7b49\u975e\u6587\u672c\u5185\u5bb9<\/li>\n\n\n\n
              • \u5f00\u53d1\u66f4\u7ec6\u7c92\u5ea6\u7684\u6743\u9650\u63a7\u5236\u548c\u6570\u636e\u5206\u6790\u529f\u80fd<\/li>\n\n\n\n
              • \u4f18\u5316\u7528\u6237\u754c\u9762\uff0c\u63d0\u4f9b\u66f4\u76f4\u89c2\u7684\u77e5\u8bc6\u63a2\u7d22\u4f53\u9a8c<\/li>\n<\/ul>\n\n\n\n

                <\/p>\n","protected":false},"excerpt":{"rendered":"

                \u901a\u8fc7\u2705\u6d3e\u806a\u660e\u9700\u6c42\u5206\u6790\uff0c\u6211\u4eec\u5df2\u7ecf\u4e86\u89e3\u5230\uff1a \u6d3e\u806a\u660e\u662f\u4e00\u4e2a\u57fa\u4e8e RAG \u7684 AI \u77e5\u8bc6\u5e93\u667a\u80fd\u95ee\u7b54\u5e73\u53f0\uff0c\u901a\u8fc7\u7ed3\u5408\u5927\u8bed\u8a00 […]<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[119],"tags":[],"class_list":["post-2002","post","type-post","status-publish","format-standard","hentry","category-rag"],"_links":{"self":[{"href":"https:\/\/zero-zl.cn\/index.php\/wp-json\/wp\/v2\/posts\/2002","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/zero-zl.cn\/index.php\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/zero-zl.cn\/index.php\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/zero-zl.cn\/index.php\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/zero-zl.cn\/index.php\/wp-json\/wp\/v2\/comments?post=2002"}],"version-history":[{"count":1,"href":"https:\/\/zero-zl.cn\/index.php\/wp-json\/wp\/v2\/posts\/2002\/revisions"}],"predecessor-version":[{"id":2051,"href":"https:\/\/zero-zl.cn\/index.php\/wp-json\/wp\/v2\/posts\/2002\/revisions\/2051"}],"wp:attachment":[{"href":"https:\/\/zero-zl.cn\/index.php\/wp-json\/wp\/v2\/media?parent=2002"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/zero-zl.cn\/index.php\/wp-json\/wp\/v2\/categories?post=2002"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/zero-zl.cn\/index.php\/wp-json\/wp\/v2\/tags?post=2002"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}