{"id":86894,"date":"2026-07-29T12:56:35","date_gmt":"2026-07-29T04:56:35","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/86894.html"},"modified":"2026-07-29T12:56:35","modified_gmt":"2026-07-29T04:56:35","slug":"%e7%ac%ac2%e7%ab%a0-%e6%8a%80%e6%9c%af%e9%80%89%e5%9e%8b%e3%80%81%e7%8e%af%e5%a2%83%e6%90%ad%e5%bb%ba%e4%b8%8e%e9%a1%b9%e7%9b%ae%e7%bb%93%e6%9e%84","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/86894.html","title":{"rendered":"\u7b2c2\u7ae0 \u6280\u672f\u9009\u578b\u3001\u73af\u5883\u642d\u5efa\u4e0e\u9879\u76ee\u7ed3\u6784"},"content":{"rendered":"<h2>\u7b2c2\u7ae0 \u6280\u672f\u9009\u578b\u3001\u73af\u5883\u642d\u5efa\u4e0e\u9879\u76ee\u7ed3\u6784<\/h2>\n<h3>\u672c\u7ae0\u76ee\u6807<\/h3>\n<p>\u4e0a\u4e00\u7ae0\u6211\u4eec\u5148\u4ece\u4e1a\u52a1\u89d2\u5ea6\u8ba4\u8bc6\u4e86\u5927\u6a21\u578b\u3001\u4f01\u4e1a\u77e5\u8bc6\u5e93\u548c RAG\u3002\u4f60\u5df2\u7ecf\u77e5\u9053&#xff0c;\u4f01\u4e1a\u77e5\u8bc6\u5e93\u4e0d\u662f\u7b80\u5355\u8c03\u7528\u5927\u6a21\u578b\u63a5\u53e3&#xff0c;\u800c\u662f\u4e00\u5957\u5305\u542b\u7528\u6237\u8ba4\u8bc1\u3001\u6587\u6863\u7ba1\u7406\u3001\u5f02\u6b65\u7d22\u5f15\u3001\u5411\u91cf\u68c0\u7d22\u3001\u95ee\u7b54\u751f\u6210\u3001\u65e5\u5fd7\u8ffd\u8e2a\u548c\u524d\u7aef\u5c55\u793a\u7684\u5b8c\u6574\u7cfb\u7edf\u3002<\/p>\n<p>\u4ece\u8fd9\u4e00\u7ae0\u5f00\u59cb&#xff0c;\u6211\u4eec\u6b63\u5f0f\u8fdb\u5165\u9879\u76ee\u51c6\u5907\u9636\u6bb5\u3002<\/p>\n<p>\u5f88\u591a\u521d\u5b66\u8005\u505a\u9879\u76ee\u65f6\u5bb9\u6613\u72af\u4e00\u4e2a\u9519\u8bef&#xff1a;\u4e00\u4e0a\u6765\u5c31\u770b\u6280\u672f\u6808&#xff0c;\u770b\u5230 Spring Cloud\u3001Nacos\u3001RabbitMQ\u3001MinIO\u3001pgvector\u3001Redis\u3001Sentinel&#xff0c;\u4e00\u4e0b\u5b50\u89c9\u5f97\u5f88\u590d\u6742\u3002\u5176\u5b9e\u6280\u672f\u6808\u672c\u8eab\u5e76\u4e0d\u53ef\u6015&#xff0c;\u53ef\u6015\u7684\u662f\u4e0d\u77e5\u9053\u6bcf\u4e2a\u6280\u672f\u4e3a\u4ec0\u4e48\u5b58\u5728\u3002<\/p>\n<p>\u672c\u7ae0\u7684\u76ee\u6807\u4e0d\u662f\u8ba9\u4f60\u7acb\u523b\u7cbe\u901a\u6240\u6709\u4e2d\u95f4\u4ef6&#xff0c;\u800c\u662f\u5148\u5efa\u7acb\u4e00\u5f20\u6e05\u6670\u7684\u5730\u56fe&#xff1a;<\/p>\n<li>KnowHub \u4e3a\u4ec0\u4e48\u9700\u8981\u8fd9\u4e9b\u6280\u672f\u3002<\/li>\n<li>\u6bcf\u4e2a\u6280\u672f\u5728\u9879\u76ee\u91cc\u89e3\u51b3\u4ec0\u4e48\u95ee\u9898\u3002<\/li>\n<li>\u672c\u5730\u6216 Linux \u865a\u62df\u673a\u4e2d\u5e94\u8be5\u51c6\u5907\u54ea\u4e9b\u73af\u5883\u3002<\/li>\n<li>rag-demo-monolith \u548c rag-platform \u4e24\u4e2a\u9879\u76ee\u662f\u4ec0\u4e48\u5173\u7cfb\u3002<\/li>\n<li>Spring Cloud \u591a\u6a21\u5757\u5de5\u7a0b\u7684\u76ee\u5f55\u5e94\u8be5\u600e\u4e48\u770b\u3002<\/li>\n<p>\u53ea\u8981\u4f60\u80fd\u770b\u61c2\u672c\u7ae0&#xff0c;\u540e\u9762\u8fdb\u5165\u4ee3\u7801\u65f6\u5c31\u4e0d\u4f1a\u8ff7\u8def\u3002<\/p>\n<hr \/>\n<h3>2.1 \u6280\u672f\u9009\u578b\u5fc5\u987b\u670d\u52a1\u4e8e\u4e1a\u52a1\u94fe\u8def<\/h3>\n<p>\u6211\u4eec\u5148\u4e0d\u8981\u6025\u7740\u80cc\u6280\u672f\u540d\u8bcd\u3002\u5148\u770b KnowHub \u7684\u6838\u5fc3\u4e1a\u52a1\u94fe\u8def\u3002<\/p>\n<p>\u7528\u6237\u4e0a\u4f20\u4e00\u4efd\u6587\u6863&#xff0c;\u7cfb\u7edf\u8981\u628a\u5b83\u53d8\u6210\u53ef\u95ee\u7b54\u7684\u77e5\u8bc6\u3002\u8fd9\u4e2a\u8fc7\u7a0b\u5927\u81f4\u662f&#xff1a;<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/07\/20260729045630-6a6987fea8d03.png\" alt=\"\u8bf7\u6dfb\u52a0\u56fe\u7247\u63cf\u8ff0\" \/><\/p>\n<p>\u8fd9\u6761\u94fe\u8def\u91cc&#xff0c;\u6bcf\u4e2a\u6280\u672f\u90fd\u6709\u81ea\u5df1\u7684\u4f4d\u7f6e\u3002<\/p>\n<p>\u5982\u679c\u8981\u4fdd\u5b58\u7528\u6237\u3001\u77e5\u8bc6\u5e93\u3001\u6587\u6863\u3001\u4efb\u52a1\u3001\u65e5\u5fd7&#xff0c;\u5c31\u9700\u8981 MySQL\u3002<\/p>\n<p>\u5982\u679c\u8981\u6839\u636e\u8bed\u4e49\u76f8\u4f3c\u5ea6\u68c0\u7d22\u6587\u6863\u7247\u6bb5&#xff0c;\u5c31\u9700\u8981 PostgreSQL &#043; pgvector\u3002<\/p>\n<p>\u5982\u679c\u8981\u4fdd\u5b58\u7528\u6237\u4e0a\u4f20\u7684\u539f\u59cb\u6587\u4ef6&#xff0c;\u5e76\u8ba9\u591a\u4e2a\u670d\u52a1\u90fd\u80fd\u8bbf\u95ee&#xff0c;\u5c31\u9700\u8981 MinIO\u3002<\/p>\n<p>\u5982\u679c\u6587\u6863\u89e3\u6790\u548c\u5411\u91cf\u5316\u8017\u65f6\u8f83\u957f&#xff0c;\u4e0d\u80fd\u963b\u585e\u4e0a\u4f20\u63a5\u53e3&#xff0c;\u5c31\u9700\u8981 RabbitMQ \u505a\u5f02\u6b65\u89e3\u8026\u3002<\/p>\n<p>\u5982\u679c\u8981\u907f\u514d\u91cd\u590d\u6d88\u8d39\u540c\u4e00\u4e2a\u4efb\u52a1&#xff0c;\u5c31\u9700\u8981 Redis \u505a\u5e42\u7b49\u9501\u548c\u72b6\u6001\u7f13\u5b58\u3002<\/p>\n<p>\u5982\u679c\u8981\u628a\u591a\u4e2a\u670d\u52a1\u62c6\u5f00&#xff0c;\u5c31\u9700\u8981 Spring Cloud\u3001Gateway\u3001Nacos\u3001OpenFeign\u3002<\/p>\n<p>\u5982\u679c\u8981\u8c03\u7528\u5927\u6a21\u578b\u548c Embedding \u6a21\u578b&#xff0c;\u5c31\u9700\u8981 Spring AI\u3002<\/p>\n<p>\u6240\u4ee5&#xff0c;\u6280\u672f\u9009\u578b\u4e0d\u662f\u4e3a\u4e86\u5806\u7b80\u5386\u5173\u952e\u8bcd&#xff0c;\u800c\u662f\u4e3a\u4e86\u8ba9\u7cfb\u7edf\u80fd\u7a33\u5b9a\u5b8c\u6210\u4e1a\u52a1\u94fe\u8def\u3002<\/p>\n<hr \/>\n<h3>2.2 KnowHub \u6280\u672f\u6808\u603b\u89c8<\/h3>\n<p>KnowHub \u7684\u6280\u672f\u6808\u53ef\u4ee5\u5206\u6210\u516d\u7c7b\u3002<\/p>\n<h4>2.2.1 Java \u540e\u7aef\u57fa\u7840\u6808<\/h4>\n<p>\u540e\u7aef\u4e3b\u8bed\u8a00\u662f Java 17\u3002<\/p>\n<p>Java 17 \u662f\u5f53\u524d Spring Boot 3 \u4f53\u7cfb\u4e2d\u975e\u5e38\u5e38\u89c1\u7684\u7248\u672c\u3002\u76f8\u6bd4 Java 8&#xff0c;\u5b83\u5bf9\u73b0\u4ee3\u6846\u67b6\u652f\u6301\u66f4\u597d&#xff0c;\u4e5f\u66f4\u9002\u5408 Spring Boot 3\u3001Spring Cloud 2025 \u8fd9\u7c7b\u65b0\u7248\u672c\u751f\u6001\u3002<\/p>\n<p>\u540e\u7aef\u57fa\u7840\u6846\u67b6\u5305\u62ec&#xff1a;<\/p>\n<p>Spring Boot 3.x<br \/>\nSpring Cloud Alibaba<br \/>\nSpring Cloud Gateway<br \/>\nNacos<br \/>\nOpenFeign<br \/>\nMyBatis-Plus<br \/>\nMaven<br \/>\nKnife4j<\/p>\n<p>\u5b83\u4eec\u5206\u522b\u89e3\u51b3\u4e0d\u540c\u95ee\u9898\u3002<\/p>\n<p>Spring Boot \u8d1f\u8d23\u5feb\u901f\u642d\u5efa\u5355\u4e2a\u670d\u52a1\u3002Spring Cloud Alibaba \u8d1f\u8d23\u5fae\u670d\u52a1\u6cbb\u7406\u3002Gateway \u8d1f\u8d23\u7edf\u4e00\u5165\u53e3\u3002Nacos \u8d1f\u8d23\u670d\u52a1\u6ce8\u518c\u3002OpenFeign \u8d1f\u8d23\u670d\u52a1\u95f4\u8c03\u7528\u3002MyBatis-Plus \u8d1f\u8d23\u7b80\u5316\u6570\u636e\u5e93\u8bbf\u95ee\u3002Maven \u8d1f\u8d23\u9879\u76ee\u6784\u5efa\u3002Knife4j \u8d1f\u8d23\u63a5\u53e3\u6587\u6863\u5c55\u793a\u3002<\/p>\n<h4>2.2.2 AI \u4e0e RAG \u6280\u672f\u6808<\/h4>\n<p>AI \u76f8\u5173\u80fd\u529b\u4e3b\u8981\u4f7f\u7528 Spring AI\u3002<\/p>\n<p>Spring AI \u5728\u9879\u76ee\u91cc\u627f\u62c5\u4e24\u4e2a\u804c\u8d23&#xff1a;<\/p>\n<ul>\n<li>\u8c03\u7528 Embedding \u6a21\u578b&#xff0c;\u628a\u6587\u672c\u53d8\u6210\u5411\u91cf\u3002<\/li>\n<li>\u8c03\u7528 Chat \u6a21\u578b&#xff0c;\u6839\u636e\u4e0a\u4e0b\u6587\u751f\u6210\u7b54\u6848\u3002<\/li>\n<\/ul>\n<p>RAG \u4e0d\u662f\u53ea\u6709\u6a21\u578b\u8c03\u7528&#xff0c;\u8fd8\u9700\u8981\u5411\u91cf\u68c0\u7d22\u3002\u56e0\u6b64 KnowHub \u4f7f\u7528 PostgreSQL &#043; pgvector \u4f5c\u4e3a\u5411\u91cf\u5b58\u50a8\u3002<\/p>\n<p>pgvector \u7684\u4f18\u70b9\u662f\u90e8\u7f72\u7b80\u5355\u3001SQL \u53ef\u8c03\u8bd5\u3001\u9002\u5408\u6559\u5b66\u548c\u7b80\u5386\u9879\u76ee\u3002\u8bfb\u8005\u53ef\u4ee5\u76f4\u63a5\u770b\u5230\u5411\u91cf\u8868\u3001\u7d22\u5f15\u3001TopK \u67e5\u8be2\u8bed\u53e5&#xff0c;\u800c\u4e0d\u662f\u4e00\u5f00\u59cb\u5c31\u88ab\u5927\u578b\u5411\u91cf\u6570\u636e\u5e93\u7684\u590d\u6742\u90e8\u7f72\u6321\u4f4f\u3002<\/p>\n<p>\u540e\u7eed\u5982\u679c\u6587\u6863\u89c4\u6a21\u53d8\u5927&#xff0c;\u53ef\u4ee5\u6269\u5c55\u5230 Milvus\u3001Elasticsearch \u6df7\u5408\u68c0\u7d22\u6216 Rerank&#xff0c;\u4f46\u672c\u4e66\u4e3b\u7ebf\u5148\u7528 pgvector \u628a\u6838\u5fc3\u94fe\u8def\u8bb2\u6e05\u695a\u3002<\/p>\n<h4>2.2.3 \u6570\u636e\u4e0e\u4e2d\u95f4\u4ef6<\/h4>\n<p>KnowHub \u4f7f\u7528\u7684\u4e2d\u95f4\u4ef6\u5305\u62ec&#xff1a;<\/p>\n<p>MySQL<br \/>\nPostgreSQL &#043; pgvector<br \/>\nRedis<br \/>\nRabbitMQ<br \/>\nMinIO<br \/>\nNacos<\/p>\n<p>MySQL \u4fdd\u5b58\u4e1a\u52a1\u6570\u636e\u3002\u6bd4\u5982\u7528\u6237\u8868\u3001\u77e5\u8bc6\u5e93\u8868\u3001\u6587\u6863\u8868\u3001\u5207\u7247\u8868\u3001\u4efb\u52a1\u8868\u3001\u95ee\u7b54\u65e5\u5fd7\u8868\u3002<\/p>\n<p>PostgreSQL &#043; pgvector \u4fdd\u5b58\u5411\u91cf\u6570\u636e\u3002\u6bd4\u5982\u6bcf\u4e2a chunk \u5bf9\u5e94\u7684 embedding \u5411\u91cf\u3002<\/p>\n<p>Redis \u7528\u4e8e\u7f13\u5b58\u548c\u5e42\u7b49\u3002\u6bd4\u5982\u77e5\u8bc6\u5e93 owner \u7f13\u5b58\u3001\u6587\u6863\u7d22\u5f15\u72b6\u6001\u7f13\u5b58\u3001RabbitMQ \u6d88\u8d39\u4efb\u52a1\u9501\u3002<\/p>\n<p>RabbitMQ \u7528\u4e8e\u6587\u6863\u7d22\u5f15\u5f02\u6b65\u5316\u3002\u4e0a\u4f20\u6587\u6863\u540e&#xff0c;\u7cfb\u7edf\u4e0d\u5728\u4e0a\u4f20\u63a5\u53e3\u91cc\u540c\u6b65\u5b8c\u6210\u89e3\u6790\u548c\u5411\u91cf\u5316&#xff0c;\u800c\u662f\u6295\u9012\u6d88\u606f&#xff0c;\u7531 task-service \u5728\u540e\u53f0\u6d88\u8d39\u3002<\/p>\n<p>MinIO \u7528\u4e8e\u5bf9\u8c61\u5b58\u50a8\u3002\u6587\u6863\u4e0a\u4f20\u540e\u4fdd\u5b58\u5230 MinIO&#xff0c;task-service \u6839\u636e\u5bf9\u8c61\u8def\u5f84\u4e0b\u8f7d\u6587\u4ef6\u5e76\u5904\u7406&#xff0c;\u907f\u514d\u591a\u670d\u52a1\u90e8\u7f72\u65f6\u672c\u5730\u8def\u5f84\u4e0d\u4e00\u81f4\u3002<\/p>\n<p>Nacos \u7528\u4e8e\u670d\u52a1\u6ce8\u518c\u3002Gateway \u53ef\u4ee5\u901a\u8fc7\u670d\u52a1\u540d\u627e\u5230 auth-service\u3001knowledge-service\u3001task-service\u3002<\/p>\n<h4>2.2.4 \u524d\u7aef\u6280\u672f\u6808<\/h4>\n<p>\u524d\u7aef\u4f7f\u7528&#xff1a;<\/p>\n<p>Vue 3<br \/>\nVite<br \/>\nTypeScript<br \/>\nElement Plus<br \/>\nPinia<br \/>\nVue Router<br \/>\nAxios<\/p>\n<p>KnowHub \u6709\u4e24\u4e2a\u524d\u7aef\u5165\u53e3\u3002<\/p>\n<p>rag-user-web \u9762\u5411\u666e\u901a\u7528\u6237&#xff0c;\u4e3b\u8981\u5b8c\u6210\u767b\u5f55\u3001\u77e5\u8bc6\u5e93\u3001\u6587\u6863\u4e0a\u4f20\u3001\u7d22\u5f15\u72b6\u6001\u3001\u95ee\u7b54\u548c\u5f15\u7528\u6765\u6e90\u5c55\u793a\u3002<\/p>\n<p>rag-admin-web \u9762\u5411\u7ba1\u7406\u5458&#xff0c;\u4e3b\u8981\u5b8c\u6210\u7528\u6237\u7ba1\u7406\u3001\u77e5\u8bc6\u5e93\u7ba1\u7406\u3001\u6587\u6863\u7ba1\u7406\u3001\u7d22\u5f15\u4efb\u52a1\u67e5\u770b\u3001\u5931\u8d25\u4efb\u52a1\u91cd\u8bd5\u548c\u95ee\u7b54\u65e5\u5fd7\u67e5\u770b\u3002<\/p>\n<p>\u8fd9\u91cc\u7684\u91cd\u70b9\u4e0d\u662f\u9875\u9762\u70ab\u9177&#xff0c;\u800c\u662f\u901a\u8fc7\u524d\u7aef\u628a\u540e\u7aef\u94fe\u8def\u4e32\u8d77\u6765&#xff0c;\u8ba9\u7cfb\u7edf\u80fd\u88ab\u6f14\u793a\u3001\u88ab\u4f53\u9a8c\u3001\u88ab\u9a8c\u8bc1\u3002<\/p>\n<h4>2.2.5 \u90e8\u7f72\u4e0e\u4ea4\u4ed8<\/h4>\n<p>KnowHub \u4f7f\u7528 Docker Compose \u7edf\u4e00\u7f16\u6392\u672c\u5730\u548c\u865a\u62df\u673a\u73af\u5883\u4e2d\u7684\u4f9d\u8d56\u3002<\/p>\n<p>Docker Compose \u4e3b\u8981\u8d1f\u8d23\u542f\u52a8&#xff1a;<\/p>\n<p>MySQL<br \/>\nPostgreSQL &#043; pgvector<br \/>\nRedis<br \/>\nRabbitMQ<br \/>\nMinIO<br \/>\nNacos<\/p>\n<p>\u5bf9\u4e8e\u7535\u8111\u5185\u5b58\u4e0d\u591f\u7684\u60c5\u51b5&#xff0c;\u53ef\u4ee5\u91c7\u7528\u4e00\u79cd\u66f4\u73b0\u5b9e\u7684\u65b9\u5f0f&#xff1a;<\/p>\n<p>Windows \u672c\u673a\u5199\u4ee3\u7801\u3001\u8dd1 Java \u670d\u52a1<br \/>\nLinux \u865a\u62df\u673a\u6216\u4e91\u670d\u52a1\u5668\u8dd1\u4e2d\u95f4\u4ef6<\/p>\n<p>\u8fd9\u6837\u65e2\u80fd\u51cf\u5c11\u672c\u673a\u4e2d\u95f4\u4ef6\u538b\u529b&#xff0c;\u4e5f\u80fd\u8ba9\u90e8\u7f72\u73af\u5883\u66f4\u63a5\u8fd1\u771f\u5b9e\u670d\u52a1\u5668\u3002<\/p>\n<hr \/>\n<h3>2.3 \u5f00\u53d1\u73af\u5883\u51c6\u5907<\/h3>\n<p>\u4e0b\u9762\u6211\u4eec\u6309\u4ece\u57fa\u7840\u5230\u4e2d\u95f4\u4ef6\u7684\u987a\u5e8f&#xff0c;\u4ecb\u7ecd\u9700\u8981\u51c6\u5907\u7684\u73af\u5883\u3002<\/p>\n<h4>2.3.1 JDK 17<\/h4>\n<p>KnowHub \u540e\u7aef\u4f7f\u7528 Java 17\u3002<\/p>\n<p>\u4f60\u9700\u8981\u786e\u8ba4\u672c\u673a\u547d\u4ee4\u884c\u80fd\u770b\u5230\u6b63\u786e\u7248\u672c&#xff1a;<\/p>\n<p><span class=\"token function\">java<\/span> <span class=\"token parameter variable\">-version<\/span><\/p>\n<p>\u9884\u671f\u80fd\u770b\u5230\u7c7b\u4f3c&#xff1a;<\/p>\n<p>java version &#034;17&#034;<\/p>\n<p>\u5982\u679c\u4f60\u7684\u7535\u8111\u540c\u65f6\u5b89\u88c5\u4e86 Java 8 \u548c Java 17&#xff0c;\u8981\u6ce8\u610f IDEA\u3001Maven\u3001\u547d\u4ee4\u884c\u4f7f\u7528\u7684\u662f\u4e0d\u662f\u540c\u4e00\u4e2a JDK\u3002\u5f88\u591a\u9879\u76ee\u542f\u52a8\u5931\u8d25&#xff0c;\u4e0d\u662f\u4ee3\u7801\u9519&#xff0c;\u800c\u662f JDK \u7248\u672c\u4e0d\u4e00\u81f4\u3002<\/p>\n<h4>2.3.2 Maven<\/h4>\n<p>Maven \u7528\u4e8e\u7ba1\u7406\u4f9d\u8d56\u548c\u6784\u5efa\u591a\u6a21\u5757\u9879\u76ee\u3002<\/p>\n<p>\u68c0\u67e5\u547d\u4ee4&#xff1a;<\/p>\n<p>mvn <span class=\"token parameter variable\">-v<\/span><\/p>\n<p>\u5982\u679c\u4f9d\u8d56\u4e0b\u8f7d\u5f88\u6162&#xff0c;\u53ef\u4ee5\u914d\u7f6e\u56fd\u5185\u955c\u50cf\u3002\u4f46\u8981\u6ce8\u610f&#xff0c;\u4e0d\u8981\u968f\u610f\u6df7\u7528\u591a\u4e2a\u955c\u50cf\u6e90&#xff0c;\u5426\u5219\u53ef\u80fd\u51fa\u73b0\u4f9d\u8d56\u7248\u672c\u4e0d\u4e00\u81f4\u6216\u4e0b\u8f7d\u5931\u8d25\u3002<\/p>\n<h4>2.3.3 IDEA<\/h4>\n<p>\u63a8\u8350\u4f7f\u7528 IntelliJ IDEA \u6253\u5f00\u540e\u7aef\u9879\u76ee\u3002<\/p>\n<p>\u6253\u5f00 rag-platform \u65f6&#xff0c;\u8981\u4ece\u7236\u5de5\u7a0b pom.xml \u6253\u5f00&#xff0c;\u800c\u4e0d\u662f\u53ea\u6253\u5f00\u67d0\u4e00\u4e2a\u670d\u52a1\u76ee\u5f55\u3002\u56e0\u4e3a\u8fd9\u662f Maven \u591a\u6a21\u5757\u9879\u76ee&#xff0c;\u7236\u5de5\u7a0b\u8d1f\u8d23\u7edf\u4e00\u7ba1\u7406\u7248\u672c\u548c\u6a21\u5757\u5173\u7cfb\u3002<\/p>\n<h4>2.3.4 Node.js<\/h4>\n<p>\u524d\u7aef\u9879\u76ee\u9700\u8981 Node.js\u3002<\/p>\n<p>\u68c0\u67e5\u547d\u4ee4&#xff1a;<\/p>\n<p><span class=\"token function\">node<\/span> <span class=\"token parameter variable\">-v<\/span><br \/>\n<span class=\"token function\">npm<\/span> <span class=\"token parameter variable\">-v<\/span><\/p>\n<p>\u8fdb\u5165 rag-user-web \u6216 rag-admin-web \u540e&#xff0c;\u53ef\u4ee5\u5b89\u88c5\u4f9d\u8d56\u5e76\u542f\u52a8&#xff1a;<\/p>\n<p><span class=\"token function\">npm<\/span> <span class=\"token function\">install<\/span><br \/>\n<span class=\"token function\">npm<\/span> run dev<\/p>\n<h4>2.3.5 MySQL<\/h4>\n<p>MySQL \u4fdd\u5b58\u4e1a\u52a1\u6570\u636e\u3002<\/p>\n<p>KnowHub \u4e2d\u4e3b\u8981\u8868\u5305\u62ec&#xff1a;<\/p>\n<ul>\n<li>user_account<\/li>\n<li>knowledge_base<\/li>\n<li>document_info<\/li>\n<li>document_chunk<\/li>\n<li>index_task<\/li>\n<li>qa_log<\/li>\n<li>qa_reference<\/li>\n<\/ul>\n<p>\u8fd9\u4e9b\u8868\u652f\u6491\u7528\u6237\u3001\u77e5\u8bc6\u5e93\u3001\u6587\u6863\u3001\u4efb\u52a1\u548c\u95ee\u7b54\u65e5\u5fd7\u3002<\/p>\n<h4>2.3.6 PostgreSQL &#043; pgvector<\/h4>\n<p>PostgreSQL \u8d1f\u8d23\u5b58\u50a8\u5411\u91cf\u6570\u636e&#xff0c;pgvector \u662f\u5b83\u7684\u5411\u91cf\u6269\u5c55\u3002<\/p>\n<p>\u521d\u59cb\u5316\u65f6\u5fc5\u987b\u542f\u7528\u6269\u5c55&#xff1a;<\/p>\n<p><span class=\"token keyword\">CREATE<\/span> EXTENSION <span class=\"token keyword\">IF<\/span> <span class=\"token operator\">NOT<\/span> <span class=\"token keyword\">EXISTS<\/span> vector<span class=\"token punctuation\">;<\/span><\/p>\n<p>\u5982\u679c\u5fd8\u8bb0\u542f\u7528 pgvector&#xff0c;\u540e\u7eed\u521b\u5efa vector(1024) \u5b57\u6bb5\u6216\u6267\u884c\u5411\u91cf\u76f8\u4f3c\u5ea6\u67e5\u8be2\u65f6\u4f1a\u62a5\u9519\u3002<\/p>\n<h4>2.3.7 Redis<\/h4>\n<p>Redis \u5728 KnowHub \u4e2d\u4e3b\u8981\u7528\u4e8e&#xff1a;<\/p>\n<ul>\n<li>\u7f13\u5b58\u77e5\u8bc6\u5e93 owner\u3002<\/li>\n<li>\u7f13\u5b58\u6587\u6863\u7d22\u5f15\u72b6\u6001\u3002<\/li>\n<li>\u4f5c\u4e3a RabbitMQ \u6d88\u8d39\u5e42\u7b49\u9501\u3002<\/li>\n<\/ul>\n<p>\u6bd4\u5982\u4efb\u52a1\u6d88\u8d39\u65f6\u53ef\u4ee5\u4f7f\u7528\u7c7b\u4f3c key&#xff1a;<\/p>\n<p>lock:index-task:{taskId}<\/p>\n<p>\u8fd9\u6837\u5373\u4f7f RabbitMQ \u91cd\u590d\u6295\u9012\u6d88\u606f&#xff0c;\u4e5f\u80fd\u907f\u514d\u591a\u4e2a\u6d88\u8d39\u8005\u540c\u65f6\u5904\u7406\u540c\u4e00\u4e2a\u7d22\u5f15\u4efb\u52a1\u3002<\/p>\n<h4>2.3.8 Nacos<\/h4>\n<p>Nacos \u7528\u4e8e\u670d\u52a1\u6ce8\u518c\u3002<\/p>\n<p>\u5f53 auth-service\u3001knowledge-service\u3001task-service \u542f\u52a8\u540e&#xff0c;\u5b83\u4eec\u4f1a\u6ce8\u518c\u5230 Nacos\u3002Gateway \u6839\u636e\u670d\u52a1\u540d\u8def\u7531\u8bf7\u6c42&#xff0c;\u800c\u4e0d\u662f\u5199\u6b7b\u6bcf\u4e2a\u670d\u52a1\u7684 IP\u3002<\/p>\n<p>\u8fd9\u5c31\u662f\u5fae\u670d\u52a1\u548c\u5355\u4f53\u9879\u76ee\u7684\u91cd\u8981\u533a\u522b\u4e4b\u4e00\u3002<\/p>\n<h4>2.3.9 RabbitMQ<\/h4>\n<p>RabbitMQ \u7528\u4e8e\u5f02\u6b65\u7d22\u5f15\u3002<\/p>\n<p>\u5728 KnowHub \u4e2d&#xff0c;\u6587\u6863\u4e0a\u4f20\u540e\u4f1a\u53d1\u9001\u4e00\u6761\u7d22\u5f15\u6d88\u606f&#xff1a;<\/p>\n<p>exchange: rag.index.exchange<br \/>\nqueue: rag.index.queue<br \/>\nroutingKey: rag.index.document<\/p>\n<p>\u6d88\u606f\u4e2d\u53ea\u9700\u8981\u653e\u4efb\u52a1 ID\u3001\u6587\u6863 ID\u3001\u77e5\u8bc6\u5e93 ID\u3001\u7528\u6237 ID&#xff0c;\u4e0d\u8981\u628a\u6574\u4e2a\u6587\u6863\u5185\u5bb9\u585e\u8fdb\u6d88\u606f\u3002<\/p>\n<p>\u539f\u56e0\u5f88\u7b80\u5355&#xff1a;MQ \u9002\u5408\u4f20\u9012\u4e8b\u4ef6&#xff0c;\u4e0d\u9002\u5408\u4f20\u9012\u5927\u6587\u4ef6\u3002\u5927\u6587\u4ef6\u5e94\u8be5\u653e\u5728 MinIO&#xff0c;\u6d88\u606f\u91cc\u53ea\u4f20\u5f15\u7528\u3002<\/p>\n<h4>2.3.10 MinIO<\/h4>\n<p>MinIO \u662f\u5bf9\u8c61\u5b58\u50a8\u670d\u52a1\u3002<\/p>\n<p>\u5b83\u5728 KnowHub \u4e2d\u8d1f\u8d23\u4fdd\u5b58\u7528\u6237\u4e0a\u4f20\u7684\u539f\u59cb\u6587\u6863\u3002<\/p>\n<p>\u5bf9\u8c61\u8def\u5f84\u53ef\u4ee5\u8bbe\u8ba1\u6210&#xff1a;<\/p>\n<p>kb\/{kbId}\/{yyyyMMdd}\/{uuid}.{ext}<\/p>\n<p>\u6bd4\u5982&#xff1a;<\/p>\n<p>kb\/12\/20260726\/6f1a9a6e9b7c4d2f.md<\/p>\n<p>\u8fd9\u6837\u65e2\u65b9\u4fbf\u6309\u77e5\u8bc6\u5e93\u548c\u65e5\u671f\u7ec4\u7ec7\u6587\u4ef6&#xff0c;\u4e5f\u907f\u514d\u539f\u59cb\u6587\u4ef6\u540d\u91cd\u590d\u3002<\/p>\n<h4>2.3.11 Docker Compose<\/h4>\n<p>\u5982\u679c\u4f60\u624b\u52a8\u5b89\u88c5 MySQL\u3001Redis\u3001PostgreSQL\u3001Nacos\u3001RabbitMQ\u3001MinIO&#xff0c;\u4f1a\u975e\u5e38\u9ebb\u70e6\u3002<\/p>\n<p>\u6240\u4ee5\u672c\u4e66\u63a8\u8350\u4f7f\u7528 Docker Compose \u7f16\u6392\u4e2d\u95f4\u4ef6\u3002<\/p>\n<p>\u4f60\u53ef\u4ee5\u628a Docker Compose \u7406\u89e3\u6210\u4e00\u4e2a\u201c\u73af\u5883\u542f\u52a8\u6e05\u5355\u201d\u3002\u6267\u884c\u4e00\u6761\u547d\u4ee4&#xff0c;\u5c31\u80fd\u628a\u9879\u76ee\u9700\u8981\u7684\u4f9d\u8d56\u7edf\u4e00\u62c9\u8d77\u6765&#xff1a;<\/p>\n<p><span class=\"token function\">docker<\/span> compose up <span class=\"token parameter variable\">-d<\/span><\/p>\n<p>\u5982\u679c\u4f60\u7684 Windows \u7535\u8111\u5185\u5b58\u4e0d\u8db3&#xff0c;\u53ef\u4ee5\u628a Docker Compose \u653e\u5230 Linux \u865a\u62df\u673a\u6216\u4e91\u670d\u52a1\u5668\u4e0a\u8fd0\u884c&#xff0c;Java \u670d\u52a1\u4ecd\u7136\u5728 Windows \u672c\u673a\u542f\u52a8&#xff0c;\u901a\u8fc7 Linux IP \u8bbf\u95ee\u4e2d\u95f4\u4ef6\u3002<\/p>\n<hr \/>\n<h3>2.4 \u5355\u4f53\u7248\u548c\u5fae\u670d\u52a1\u7248\u7684\u5173\u7cfb<\/h3>\n<p>\u672c\u4e66\u6d89\u53ca\u4e24\u4e2a\u9879\u76ee\u76ee\u5f55&#xff1a;<\/p>\n<p>D:\\\\rag\\\\rag-demo-monolith<br \/>\nD:\\\\rag\\\\rag-platform<\/p>\n<p>\u521d\u5b66\u8005\u770b\u5230\u4e24\u4e2a\u9879\u76ee\u65f6&#xff0c;\u5f88\u5bb9\u6613\u7591\u60d1&#xff1a;\u4e3a\u4ec0\u4e48\u8981\u6709\u4e24\u4e2a&#xff1f;\u662f\u4e0d\u662f\u91cd\u590d\u4e86&#xff1f;<\/p>\n<p>\u4e0d\u662f\u3002<\/p>\n<p>\u5b83\u4eec\u662f\u6f14\u8fdb\u5173\u7cfb\u3002<\/p>\n<h4>2.4.1 rag-demo-monolith<\/h4>\n<p>rag-demo-monolith \u662f\u5355\u4f53\u9636\u6bb5\u9879\u76ee\u3002<\/p>\n<p>\u5b83\u7684\u4f5c\u7528\u662f\u5148\u628a RAG \u6838\u5fc3\u94fe\u8def\u8dd1\u901a&#xff1a;<\/p>\n<ul>\n<li>\u77e5\u8bc6\u5e93\u7ba1\u7406\u3002<\/li>\n<li>\u6587\u6863\u4e0a\u4f20\u3002<\/li>\n<li>\u6587\u6863\u89e3\u6790\u3002<\/li>\n<li>\u6587\u672c\u5207\u7247\u3002<\/li>\n<li>pgvector \u68c0\u7d22\u3002<\/li>\n<li>RAG \u95ee\u7b54\u3002<\/li>\n<li>qa_log \u8bb0\u5f55\u3002<\/li>\n<li>\u7d22\u5f15\u4efb\u52a1\u72b6\u6001\u3002<\/li>\n<\/ul>\n<p>\u5355\u4f53\u9879\u76ee\u7684\u4f18\u70b9\u662f\u7b80\u5355\u3002\u6240\u6709\u4ee3\u7801\u90fd\u5728\u4e00\u4e2a Spring Boot \u5e94\u7528\u91cc&#xff0c;\u8c03\u8bd5\u65b9\u4fbf&#xff0c;\u9002\u5408\u5b66\u4e60\u6838\u5fc3\u4e1a\u52a1\u3002<\/p>\n<p>\u5982\u679c\u4e00\u5f00\u59cb\u5c31\u4e0a Spring Cloud\u3001\u591a\u670d\u52a1\u3001Gateway\u3001Nacos\u3001Feign\u3001RabbitMQ&#xff0c;\u521d\u5b66\u8005\u5f88\u5bb9\u6613\u88ab\u73af\u5883\u914d\u7f6e\u6253\u4e71&#xff0c;\u53cd\u800c\u5fd8\u8bb0 RAG \u672c\u8eab\u8981\u89e3\u51b3\u4ec0\u4e48\u95ee\u9898\u3002<\/p>\n<p>\u6240\u4ee5\u5355\u4f53\u7248\u7684\u610f\u4e49\u662f&#xff1a;\u5148\u7406\u89e3\u4e1a\u52a1\u95ed\u73af\u3002<\/p>\n<h4>2.4.2 rag-platform<\/h4>\n<p>rag-platform \u662f\u6700\u7ec8 Spring Cloud \u591a\u670d\u52a1\u7248\u3002<\/p>\n<p>\u5b83\u5728\u5355\u4f53\u7248\u57fa\u7840\u4e0a\u589e\u52a0\u4e86&#xff1a;<\/p>\n<ul>\n<li>Gateway \u7edf\u4e00\u5165\u53e3\u3002<\/li>\n<li>Auth \u8ba4\u8bc1\u670d\u52a1\u3002<\/li>\n<li>Knowledge \u77e5\u8bc6\u5e93\u670d\u52a1\u3002<\/li>\n<li>Task \u4efb\u52a1\u670d\u52a1\u3002<\/li>\n<li>Common \u516c\u5171\u6a21\u5757\u3002<\/li>\n<li>\u7528\u6237\u7aef\u524d\u7aef\u3002<\/li>\n<li>\u7ba1\u7406\u7aef\u524d\u7aef\u3002<\/li>\n<li>Nacos \u670d\u52a1\u6ce8\u518c\u3002<\/li>\n<li>Redis \u7f13\u5b58\u3002<\/li>\n<li>Sentinel \u9650\u6d41\u964d\u7ea7\u3002<\/li>\n<li>RabbitMQ \u5f02\u6b65\u7d22\u5f15\u3002<\/li>\n<li>MinIO \u5bf9\u8c61\u5b58\u50a8\u3002<\/li>\n<\/ul>\n<p>\u5fae\u670d\u52a1\u7248\u7684\u610f\u4e49\u662f&#xff1a;\u628a\u4e00\u4e2a\u80fd\u8dd1\u7684 RAG Demo&#xff0c;\u6f14\u8fdb\u4e3a\u66f4\u63a5\u8fd1\u4f01\u4e1a\u9879\u76ee\u7684\u7cfb\u7edf\u3002<\/p>\n<hr \/>\n<h3>2.5 rag-platform \u5de5\u7a0b\u7ed3\u6784<\/h3>\n<p>\u4e0b\u9762\u770b rag-platform \u7684\u6838\u5fc3\u76ee\u5f55\u3002<\/p>\n<p>rag-platform<br \/>\n\u251c\u2500\u2500 rag-common<br \/>\n\u251c\u2500\u2500 rag-gateway-service<br \/>\n\u251c\u2500\u2500 rag-auth-service<br \/>\n\u251c\u2500\u2500 rag-knowledge-service<br \/>\n\u251c\u2500\u2500 rag-task-service<br \/>\n\u251c\u2500\u2500 rag-user-web<br \/>\n\u251c\u2500\u2500 rag-admin-web<br \/>\n\u251c\u2500\u2500 sql<br \/>\n\u251c\u2500\u2500 docs<br \/>\n\u251c\u2500\u2500 uploads<br \/>\n\u251c\u2500\u2500 docker-compose.yml<br \/>\n\u2514\u2500\u2500 pom.xml<\/p>\n<h4>2.5.1 rag-common<\/h4>\n<p>rag-common \u5b58\u653e\u516c\u5171\u4ee3\u7801\u3002<\/p>\n<p>\u5e38\u89c1\u5185\u5bb9\u5305\u62ec&#xff1a;<\/p>\n<ul>\n<li>\u7edf\u4e00\u8fd4\u56de\u7ed3\u6784\u3002<\/li>\n<li>\u7edf\u4e00\u5f02\u5e38\u3002<\/li>\n<li>\u9519\u8bef\u7801\u3002<\/li>\n<li>\u57fa\u7840\u5b9e\u4f53\u3002<\/li>\n<li>JWT \u5de5\u5177\u3002<\/li>\n<li>\u7528\u6237\u58f0\u660e\u5bf9\u8c61\u3002<\/li>\n<li>\u901a\u7528\u679a\u4e3e\u3002<\/li>\n<\/ul>\n<p>\u516c\u5171\u6a21\u5757\u7684\u4ef7\u503c\u662f\u51cf\u5c11\u91cd\u590d\u3002\u6bd4\u5982 Gateway\u3001auth-service\u3001knowledge-service \u90fd\u9700\u8981\u7406\u89e3 Token \u548c\u7528\u6237\u4fe1\u606f&#xff0c;\u5c31\u53ef\u4ee5\u590d\u7528 common \u4e2d\u7684\u5b89\u5168\u76f8\u5173\u7c7b\u3002<\/p>\n<h4>2.5.2 rag-gateway-service<\/h4>\n<p>Gateway \u662f\u7cfb\u7edf\u5165\u53e3\u3002<\/p>\n<p>\u5b83\u8d1f\u8d23&#xff1a;<\/p>\n<ul>\n<li>\u6839\u636e\u8def\u5f84\u8f6c\u53d1\u8bf7\u6c42\u3002<\/li>\n<li>\u653e\u884c\u767b\u5f55\u3001\u6ce8\u518c\u7b49\u767d\u540d\u5355\u63a5\u53e3\u3002<\/li>\n<li>\u6821\u9a8c JWT\u3002<\/li>\n<li>\u89e3\u6790\u7528\u6237\u8eab\u4efd\u3002<\/li>\n<li>\u900f\u4f20\u8bf7\u6c42\u5934\u3002<\/li>\n<li>\u62e6\u622a\u975e\u7ba1\u7406\u5458\u8bbf\u95ee \/admin\/**\u3002<\/li>\n<\/ul>\n<p>\u4ee5\u540e\u8bfb\u8005\u8bbf\u95ee\u540e\u7aef\u63a5\u53e3&#xff0c;\u5e94\u8be5\u4f18\u5148\u901a\u8fc7 Gateway&#xff0c;\u800c\u4e0d\u662f\u76f4\u63a5\u8bbf\u95ee\u67d0\u4e2a\u670d\u52a1\u7aef\u53e3\u3002<\/p>\n<h4>2.5.3 rag-auth-service<\/h4>\n<p>Auth \u670d\u52a1\u8d1f\u8d23\u7528\u6237\u76f8\u5173\u80fd\u529b\u3002<\/p>\n<p>\u4e3b\u8981\u5305\u62ec&#xff1a;<\/p>\n<ul>\n<li>\u6ce8\u518c\u3002<\/li>\n<li>\u767b\u5f55\u3002<\/li>\n<li>\u5bc6\u7801\u52a0\u5bc6\u3002<\/li>\n<li>JWT \u7b7e\u53d1\u3002<\/li>\n<li>\u5f53\u524d\u7528\u6237\u4fe1\u606f\u3002<\/li>\n<li>\u7528\u6237\u89d2\u8272\u3002<\/li>\n<li>\u7528\u6237\u72b6\u6001\u3002<\/li>\n<\/ul>\n<p>\u7528\u6237\u767b\u5f55\u6210\u529f\u540e&#xff0c;\u524d\u7aef\u62ff\u5230 Token\u3002\u540e\u7eed\u6240\u6709\u9700\u8981\u767b\u5f55\u7684\u8bf7\u6c42&#xff0c;\u90fd\u643a\u5e26\u8fd9\u4e2a Token\u3002<\/p>\n<h4>2.5.4 rag-knowledge-service<\/h4>\n<p>Knowledge \u670d\u52a1\u662f RAG \u4e3b\u4e1a\u52a1\u670d\u52a1\u3002<\/p>\n<p>\u5b83\u8d1f\u8d23&#xff1a;<\/p>\n<ul>\n<li>\u77e5\u8bc6\u5e93\u7ba1\u7406\u3002<\/li>\n<li>\u6587\u6863\u4e0a\u4f20\u5165\u53e3\u3002<\/li>\n<li>\u6587\u6863\u5143\u6570\u636e\u3002<\/li>\n<li>\u6587\u6863\u5207\u7247\u67e5\u8be2\u3002<\/li>\n<li>\u5411\u91cf\u68c0\u7d22\u3002<\/li>\n<li>RAG \u95ee\u7b54\u3002<\/li>\n<li>qa_log \u548c qa_reference\u3002<\/li>\n<li>Redis \u7f13\u5b58\u3002<\/li>\n<li>Sentinel \u9650\u6d41\u3002<\/li>\n<li>AI \u964d\u7ea7\u3002<\/li>\n<\/ul>\n<p>\u5b83\u662f\u672c\u4e66\u540e\u7eed\u6700\u91cd\u8981\u7684\u670d\u52a1\u4e4b\u4e00\u3002<\/p>\n<h4>2.5.5 rag-task-service<\/h4>\n<p>Task \u670d\u52a1\u8d1f\u8d23\u5f02\u6b65\u4efb\u52a1\u3002<\/p>\n<p>\u5728\u5b8c\u6574\u67b6\u6784\u4e2d&#xff0c;\u5b83\u4f1a\u6d88\u8d39 RabbitMQ \u6d88\u606f&#xff0c;\u5e76\u6267\u884c\u6587\u6863\u7d22\u5f15\u6d41\u7a0b\u3002<\/p>\n<p>\u5b83\u4e3b\u8981\u5173\u6ce8&#xff1a;<\/p>\n<ul>\n<li>index_task \u8868\u3002<\/li>\n<li>\u4efb\u52a1\u72b6\u6001\u6d41\u8f6c\u3002<\/li>\n<li>\u5931\u8d25\u91cd\u8bd5\u3002<\/li>\n<li>\u8d85\u65f6\u626b\u63cf\u3002<\/li>\n<li>Redis \u5e42\u7b49\u9501\u3002<\/li>\n<li>RabbitMQ \u6d88\u606f\u6d88\u8d39\u3002<\/li>\n<li>\u7d22\u5f15\u6267\u884c\u65e5\u5fd7\u3002<\/li>\n<\/ul>\n<p>Task \u670d\u52a1\u7684\u5b58\u5728&#xff0c;\u662f\u4e3a\u4e86\u8ba9\u8017\u65f6\u5904\u7406\u4ece\u7528\u6237\u8bf7\u6c42\u94fe\u8def\u4e2d\u62c6\u51fa\u53bb\u3002<\/p>\n<h4>2.5.6 rag-user-web \u548c rag-admin-web<\/h4>\n<p>rag-user-web \u662f\u7528\u6237\u7aef\u3002<\/p>\n<p>rag-admin-web \u662f\u7ba1\u7406\u7aef\u3002<\/p>\n<p>\u7528\u6237\u7aef\u89e3\u51b3\u201c\u666e\u901a\u7528\u6237\u600e\u4e48\u4f7f\u7528\u77e5\u8bc6\u5e93\u201d&#xff0c;\u7ba1\u7406\u7aef\u89e3\u51b3\u201c\u7ba1\u7406\u5458\u600e\u4e48\u67e5\u770b\u7cfb\u7edf\u8fd0\u884c\u60c5\u51b5\u201d\u3002<\/p>\n<p>\u8fd9\u4e24\u4e2a\u524d\u7aef\u8ba9\u9879\u76ee\u4ece\u63a5\u53e3 Demo \u53d8\u6210\u53ef\u64cd\u4f5c\u7cfb\u7edf\u3002<\/p>\n<h4>2.5.7 sql \u548c docs<\/h4>\n<p>sql \u76ee\u5f55\u4fdd\u5b58\u521d\u59cb\u5316\u811a\u672c\u3002<\/p>\n<p>docs \u76ee\u5f55\u4fdd\u5b58\u63a5\u53e3\u6f14\u793a\u3001\u67b6\u6784\u56fe\u3001\u68c0\u67e5\u6e05\u5355\u7b49\u6750\u6599\u3002<\/p>\n<p>\u5bf9\u4e00\u4e2a\u7b80\u5386\u9879\u76ee\u6765\u8bf4&#xff0c;\u8fd9\u4e9b\u6750\u6599\u975e\u5e38\u91cd\u8981\u3002\u56e0\u4e3a\u5b83\u4eec\u8bc1\u660e\u9879\u76ee\u4e0d\u662f\u53ea\u5199\u4e86\u4ee3\u7801&#xff0c;\u8fd8\u80fd\u590d\u73b0\u3001\u80fd\u6f14\u793a\u3001\u80fd\u8bb2\u6e05\u695a\u3002<\/p>\n<hr \/>\n<h3>2.6 \u7aef\u53e3\u4e0e\u914d\u7f6e\u7ea6\u5b9a<\/h3>\n<p>\u4e3a\u4e86\u907f\u514d\u540e\u7eed\u6df7\u4e71&#xff0c;\u5148\u7edf\u4e00\u5e38\u7528\u7aef\u53e3\u3002<\/p>\n<table>\n<tr>\u7ec4\u4ef6\u9ed8\u8ba4\u7aef\u53e3\u8bf4\u660e<\/tr>\n<tbody>\n<tr>\n<td>Gateway<\/td>\n<td>9000<\/td>\n<td>\u540e\u7aef\u7edf\u4e00\u5165\u53e3<\/td>\n<\/tr>\n<tr>\n<td>auth-service<\/td>\n<td>9101<\/td>\n<td>\u7528\u6237\u8ba4\u8bc1\u670d\u52a1<\/td>\n<\/tr>\n<tr>\n<td>knowledge-service<\/td>\n<td>9102<\/td>\n<td>\u77e5\u8bc6\u5e93\u4e0e RAG \u670d\u52a1<\/td>\n<\/tr>\n<tr>\n<td>task-service<\/td>\n<td>9103<\/td>\n<td>\u7d22\u5f15\u4efb\u52a1\u670d\u52a1<\/td>\n<\/tr>\n<tr>\n<td>MySQL<\/td>\n<td>3306<\/td>\n<td>\u4e1a\u52a1\u6570\u636e\u5e93<\/td>\n<\/tr>\n<tr>\n<td>PostgreSQL<\/td>\n<td>5432<\/td>\n<td>pgvector \u5411\u91cf\u5e93<\/td>\n<\/tr>\n<tr>\n<td>Redis<\/td>\n<td>6379<\/td>\n<td>\u7f13\u5b58\u548c\u5e42\u7b49\u9501<\/td>\n<\/tr>\n<tr>\n<td>Nacos<\/td>\n<td>8848<\/td>\n<td>\u670d\u52a1\u6ce8\u518c\u4e2d\u5fc3<\/td>\n<\/tr>\n<tr>\n<td>RabbitMQ<\/td>\n<td>5672<\/td>\n<td>\u6d88\u606f\u901a\u4fe1\u7aef\u53e3<\/td>\n<\/tr>\n<tr>\n<td>RabbitMQ Console<\/td>\n<td>15672<\/td>\n<td>\u7ba1\u7406\u63a7\u5236\u53f0<\/td>\n<\/tr>\n<tr>\n<td>MinIO API<\/td>\n<td>9000<\/td>\n<td>\u5bf9\u8c61\u5b58\u50a8 API<\/td>\n<\/tr>\n<tr>\n<td>MinIO Console<\/td>\n<td>9001<\/td>\n<td>\u5bf9\u8c61\u5b58\u50a8\u63a7\u5236\u53f0<\/td>\n<\/tr>\n<tr>\n<td>\u7528\u6237\u7aef\u524d\u7aef<\/td>\n<td>5173<\/td>\n<td>Vite dev server<\/td>\n<\/tr>\n<tr>\n<td>\u7ba1\u7406\u7aef\u524d\u7aef<\/td>\n<td>5175<\/td>\n<td>Vite dev server<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u5b9e\u9645\u5f00\u53d1\u65f6&#xff0c;\u7aef\u53e3\u51b2\u7a81\u662f\u5f88\u5e38\u89c1\u7684\u95ee\u9898\u3002\u5982\u679c\u670d\u52a1\u542f\u52a8\u5931\u8d25&#xff0c;\u7b2c\u4e00\u6b65\u5148\u770b\u662f\u4e0d\u662f\u7aef\u53e3\u88ab\u5360\u7528\u3002<\/p>\n<p>Windows \u53ef\u4ee5\u4f7f\u7528&#xff1a;<\/p>\n<p>netstat <span class=\"token operator\">&#8211;<\/span>ano <span class=\"token punctuation\">|<\/span> findstr 9000<\/p>\n<p>Linux \u53ef\u4ee5\u4f7f\u7528&#xff1a;<\/p>\n<p><span class=\"token function\">lsof<\/span> <span class=\"token parameter variable\">-i:9000<\/span><\/p>\n<hr \/>\n<h3>2.7 \u7b2c\u4e00\u6b21\u542f\u52a8\u524d\u7684\u68c0\u67e5\u6e05\u5355<\/h3>\n<p>\u5728\u771f\u6b63\u542f\u52a8\u9879\u76ee\u4e4b\u524d&#xff0c;\u5efa\u8bae\u6309\u4e0b\u9762\u987a\u5e8f\u68c0\u67e5\u3002<\/p>\n<h4>2.7.1 \u57fa\u7840\u5de5\u5177\u68c0\u67e5<\/h4>\n<p><span class=\"token function\">java<\/span> <span class=\"token parameter variable\">-version<\/span><br \/>\nmvn <span class=\"token parameter variable\">-v<\/span><br \/>\n<span class=\"token function\">node<\/span> <span class=\"token parameter variable\">-v<\/span><br \/>\n<span class=\"token function\">npm<\/span> <span class=\"token parameter variable\">-v<\/span><\/p>\n<p>\u786e\u8ba4 Java \u662f 17&#xff0c;Maven \u80fd\u6b63\u5e38\u8fd0\u884c&#xff0c;Node \u548c npm \u80fd\u8bc6\u522b\u3002<\/p>\n<h4>2.7.2 \u4e2d\u95f4\u4ef6\u68c0\u67e5<\/h4>\n<p>\u5982\u679c\u4f7f\u7528 Docker Compose&#xff0c;\u786e\u8ba4\u5bb9\u5668\u90fd\u5728\u8fd0\u884c&#xff1a;<\/p>\n<p><span class=\"token function\">docker<\/span> <span class=\"token function\">ps<\/span><\/p>\n<p>\u81f3\u5c11\u5e94\u8be5\u770b\u5230&#xff1a;<\/p>\n<p>mysql<br \/>\npostgres \/ pgvector<br \/>\nredis<br \/>\nnacos<br \/>\nrabbitmq<br \/>\nminio<\/p>\n<p>\u5982\u679c\u4e2d\u95f4\u4ef6\u90e8\u7f72\u5728 Linux \u865a\u62df\u673a&#xff0c;\u8981\u786e\u8ba4 Windows \u672c\u673a\u80fd\u8bbf\u95ee Linux IP \u7684\u5bf9\u5e94\u7aef\u53e3\u3002<\/p>\n<h4>2.7.3 \u6570\u636e\u5e93\u521d\u59cb\u5316\u68c0\u67e5<\/h4>\n<p>MySQL \u8981\u6267\u884c\u4e1a\u52a1\u8868 SQL\u3002<\/p>\n<p>PostgreSQL \u8981\u6267\u884c pgvector \u521d\u59cb\u5316 SQL\u3002<\/p>\n<p>\u5982\u679c\u8868\u6ca1\u6709\u521b\u5efa&#xff0c;\u540e\u7aef\u670d\u52a1\u5373\u4f7f\u542f\u52a8\u6210\u529f&#xff0c;\u8bf7\u6c42\u63a5\u53e3\u65f6\u4e5f\u4f1a\u62a5\u6570\u636e\u5e93\u8868\u4e0d\u5b58\u5728\u3002<\/p>\n<h4>2.7.4 Nacos \u68c0\u67e5<\/h4>\n<p>\u542f\u52a8\u5404\u4e2a\u5fae\u670d\u52a1\u540e&#xff0c;\u767b\u5f55 Nacos \u63a7\u5236\u53f0&#xff0c;\u786e\u8ba4\u670d\u52a1\u5df2\u7ecf\u6ce8\u518c\u3002<\/p>\n<p>\u81f3\u5c11\u5e94\u8be5\u770b\u5230&#xff1a;<\/p>\n<p>rag-auth-service<br \/>\nrag-knowledge-service<br \/>\nrag-task-service<br \/>\nrag-gateway-service<\/p>\n<p>\u5982\u679c Gateway \u627e\u4e0d\u5230\u4e0b\u6e38\u670d\u52a1&#xff0c;\u901a\u5e38\u8981\u5148\u68c0\u67e5 Nacos\u3002<\/p>\n<h4>2.7.5 \u6a21\u578b\u914d\u7f6e\u68c0\u67e5<\/h4>\n<p>RAG \u9879\u76ee\u79bb\u4e0d\u5f00\u6a21\u578b API\u3002<\/p>\n<p>\u9700\u8981\u68c0\u67e5&#xff1a;<\/p>\n<ul>\n<li>Chat \u6a21\u578b\u914d\u7f6e\u3002<\/li>\n<li>Embedding \u6a21\u578b\u914d\u7f6e\u3002<\/li>\n<li>API Key\u3002<\/li>\n<li>Base URL\u3002<\/li>\n<li>\u6a21\u578b\u540d\u79f0\u3002<\/li>\n<li>Embedding \u7ef4\u5ea6\u662f\u5426\u4e0e pgvector \u8868\u4e00\u81f4\u3002<\/li>\n<\/ul>\n<p>\u5982\u679c Embedding \u6a21\u578b\u8f93\u51fa 1024 \u7ef4&#xff0c;\u4f46\u8868\u5b57\u6bb5\u4e0d\u662f vector(1024)&#xff0c;\u5199\u5165\u65f6\u4f1a\u5931\u8d25\u3002<\/p>\n<hr \/>\n<h3>2.8 \u5e38\u89c1\u95ee\u9898\u6392\u67e5<\/h3>\n<h4>2.8.1 JDK \u7248\u672c\u9519\u8bef<\/h4>\n<p>\u73b0\u8c61&#xff1a;\u9879\u76ee\u7f16\u8bd1\u5931\u8d25&#xff0c;\u63d0\u793a class file version \u4e0d\u5339\u914d\u3002<\/p>\n<p>\u6392\u67e5&#xff1a;\u68c0\u67e5 java -version\u3001IDEA Project SDK\u3001Maven Runner JRE \u662f\u5426\u90fd\u662f Java 17\u3002<\/p>\n<h4>2.8.2 Maven \u4f9d\u8d56\u4e0b\u8f7d\u5931\u8d25<\/h4>\n<p>\u73b0\u8c61&#xff1a;IDEA \u4e00\u76f4\u5237\u65b0 Maven&#xff0c;\u4f9d\u8d56\u7ea2\u8272\u3002<\/p>\n<p>\u6392\u67e5&#xff1a;\u68c0\u67e5\u7f51\u7edc\u3001Maven settings\u3001\u955c\u50cf\u6e90&#xff0c;\u5fc5\u8981\u65f6\u5220\u9664\u672c\u5730\u4ed3\u5e93\u4e2d\u4e0b\u8f7d\u5931\u8d25\u7684\u534a\u622a\u4f9d\u8d56\u540e\u91cd\u65b0\u5237\u65b0\u3002<\/p>\n<h4>2.8.3 Nacos \u672a\u542f\u52a8<\/h4>\n<p>\u73b0\u8c61&#xff1a;Gateway \u8def\u7531\u5931\u8d25&#xff0c;Feign \u8c03\u7528\u5931\u8d25&#xff0c;\u63a7\u5236\u53f0\u63d0\u793a\u627e\u4e0d\u5230\u670d\u52a1\u3002<\/p>\n<p>\u6392\u67e5&#xff1a;\u5148\u8bbf\u95ee Nacos \u63a7\u5236\u53f0&#xff0c;\u518d\u770b\u5404\u670d\u52a1\u662f\u5426\u6ce8\u518c\u6210\u529f\u3002<\/p>\n<h4>2.8.4 pgvector \u672a\u542f\u7528<\/h4>\n<p>\u73b0\u8c61&#xff1a;PostgreSQL \u521b\u5efa vector \u5b57\u6bb5\u5931\u8d25&#xff0c;\u6216\u8005\u5411\u91cf\u67e5\u8be2\u62a5\u9519\u3002<\/p>\n<p>\u6392\u67e5&#xff1a;\u786e\u8ba4\u6267\u884c\u8fc7&#xff1a;<\/p>\n<p><span class=\"token keyword\">CREATE<\/span> EXTENSION <span class=\"token keyword\">IF<\/span> <span class=\"token operator\">NOT<\/span> <span class=\"token keyword\">EXISTS<\/span> vector<span class=\"token punctuation\">;<\/span><\/p>\n<h4>2.8.5 RabbitMQ \u8fde\u63a5\u5931\u8d25<\/h4>\n<p>\u73b0\u8c61&#xff1a;\u670d\u52a1\u542f\u52a8\u65f6\u62a5 RabbitMQ refused connection \u6216 authentication failed\u3002<\/p>\n<p>\u6392\u67e5\u987a\u5e8f&#xff1a;<\/p>\n<li>RabbitMQ \u5bb9\u5668\u662f\u5426\u542f\u52a8\u3002<\/li>\n<li>\u7aef\u53e3 5672 \u662f\u5426\u80fd\u8bbf\u95ee\u3002<\/li>\n<li>\u7528\u6237\u540d\u5bc6\u7801\u662f\u5426\u6b63\u786e\u3002<\/li>\n<li>Windows \u670d\u52a1\u662f\u5426\u80fd\u8bbf\u95ee Linux \u865a\u62df\u673a IP\u3002<\/li>\n<li>exchange\u3001queue\u3001routing key \u662f\u5426\u58f0\u660e\u4e00\u81f4\u3002<\/li>\n<h4>2.8.6 MinIO \u6587\u4ef6\u8bbf\u95ee\u5931\u8d25<\/h4>\n<p>\u73b0\u8c61&#xff1a;\u4e0a\u4f20\u6210\u529f\u4f46\u7d22\u5f15\u4efb\u52a1\u4e0b\u8f7d\u6587\u4ef6\u5931\u8d25\u3002<\/p>\n<p>\u6392\u67e5\u987a\u5e8f&#xff1a;<\/p>\n<li>MinIO \u662f\u5426\u542f\u52a8\u3002<\/li>\n<li>bucket \u662f\u5426\u5b58\u5728\u3002<\/li>\n<li>accessKey\u3001secretKey \u662f\u5426\u6b63\u786e\u3002<\/li>\n<li>\u5bf9\u8c61 key \u662f\u5426\u548c\u6570\u636e\u5e93 storage_path \u4e00\u81f4\u3002<\/li>\n<li>task-service \u662f\u5426\u80fd\u8bbf\u95ee MinIO API \u7aef\u53e3\u3002<\/li>\n<h4>2.8.7 Windows \u8def\u5f84\u548c Linux \u8def\u5f84\u4e0d\u4e00\u81f4<\/h4>\n<p>\u8fd9\u662f\u591a\u670d\u52a1\u9879\u76ee\u91cc\u5f88\u5bb9\u6613\u9047\u5230\u7684\u95ee\u9898\u3002<\/p>\n<p>\u5982\u679c knowledge-service \u5728 Windows \u4e0a\u4f20\u5230&#xff1a;<\/p>\n<p>D:\\\\rag\\\\rag-platform\\\\uploads<\/p>\n<p>\u800c task-service \u5728 Linux \u4e0a\u8fd0\u884c&#xff0c;\u5b83\u4e00\u5b9a\u8bfb\u4e0d\u5230\u8fd9\u4e2a\u8def\u5f84\u3002<\/p>\n<p>\u6240\u4ee5\u5b8c\u6574\u67b6\u6784\u4e2d\u8981\u7528 MinIO&#xff0c;\u800c\u4e0d\u662f\u4f9d\u8d56\u672c\u5730\u8def\u5f84\u3002\u4e0a\u4f20\u670d\u52a1\u548c\u4efb\u52a1\u670d\u52a1\u90fd\u901a\u8fc7\u5bf9\u8c61\u5b58\u50a8\u8bbf\u95ee\u6587\u4ef6&#xff0c;\u8def\u5f84\u624d\u4e0d\u4f1a\u53d7\u673a\u5668\u5f71\u54cd\u3002<\/p>\n<hr \/>\n<h3>\u672c\u7ae0\u5c0f\u7ed3<\/h3>\n<p>\u8fd9\u4e00\u7ae0\u6211\u4eec\u5b8c\u6210\u4e86 KnowHub \u7684\u6280\u672f\u9009\u578b\u548c\u73af\u5883\u51c6\u5907\u8bf4\u660e\u3002<\/p>\n<p>\u4f60\u9700\u8981\u8bb0\u4f4f\u4e00\u70b9&#xff1a;\u6280\u672f\u6808\u4e0d\u662f\u8d8a\u591a\u8d8a\u597d&#xff0c;\u800c\u662f\u6bcf\u4e2a\u6280\u672f\u90fd\u8981\u5bf9\u5e94\u4e00\u4e2a\u4e1a\u52a1\u95ee\u9898\u3002<\/p>\n<p>KnowHub \u9009\u62e9 Spring Cloud&#xff0c;\u662f\u4e3a\u4e86\u89e3\u51b3\u591a\u670d\u52a1\u62c6\u5206\u548c\u7edf\u4e00\u5165\u53e3\u95ee\u9898\u3002\u9009\u62e9 MySQL&#xff0c;\u662f\u4e3a\u4e86\u4fdd\u5b58\u4e1a\u52a1\u6570\u636e\u3002\u9009\u62e9 pgvector&#xff0c;\u662f\u4e3a\u4e86\u505a\u5411\u91cf\u68c0\u7d22\u3002\u9009\u62e9 RabbitMQ&#xff0c;\u662f\u4e3a\u4e86\u8ba9\u6587\u6863\u7d22\u5f15\u5f02\u6b65\u5316\u3002\u9009\u62e9 MinIO&#xff0c;\u662f\u4e3a\u4e86\u8ba9\u591a\u670d\u52a1\u5171\u4eab\u4e0a\u4f20\u6587\u4ef6\u3002\u9009\u62e9 Redis&#xff0c;\u662f\u4e3a\u4e86\u7f13\u5b58\u548c\u5e42\u7b49\u3002\u9009\u62e9 Sentinel&#xff0c;\u662f\u4e3a\u4e86\u4fdd\u62a4 AI \u95ee\u7b54\u63a5\u53e3\u3002<\/p>\n<p>\u540c\u65f6&#xff0c;\u6211\u4eec\u4e5f\u533a\u5206\u4e86 rag-demo-monolith \u548c rag-platform\u3002\u524d\u8005\u7528\u4e8e\u7406\u89e3\u5355\u4f53\u9636\u6bb5\u7684 RAG \u4e3b\u94fe\u8def&#xff0c;\u540e\u8005\u662f\u6700\u7ec8\u7684 Spring Cloud \u4f01\u4e1a\u7ea7\u5b9e\u8df5\u9879\u76ee\u3002<\/p>\n<p>\u4e0b\u4e00\u7ae0&#xff0c;\u6211\u4eec\u4f1a\u6b63\u5f0f\u8fdb\u5165\u4ece\u5355\u4f53\u5230\u5fae\u670d\u52a1\u7684\u6f14\u8fdb&#xff0c;\u770b\u770b\u4e3a\u4ec0\u4e48\u4e00\u4e2a RAG Demo \u8981\u62c6\u6210 Gateway\u3001Auth\u3001Knowledge\u3001Task \u548c Common \u6a21\u5757\u3002<\/p>\n<h3>\u601d\u8003\u9898<\/h3>\n<li>\u4e3a\u4ec0\u4e48\u4e0d\u5efa\u8bae\u521d\u5b66\u8005\u4e00\u5f00\u59cb\u5c31\u76f4\u63a5\u5199 Spring Cloud \u591a\u670d\u52a1&#xff1f;<\/li>\n<li>MySQL \u548c pgvector \u5728 KnowHub \u4e2d\u5206\u522b\u8d1f\u8d23\u4ec0\u4e48&#xff1f;<\/li>\n<li>\u4e3a\u4ec0\u4e48 RabbitMQ \u6d88\u606f\u91cc\u4e0d\u5e94\u8be5\u5b58\u653e\u5b8c\u6574\u6587\u6863\u5185\u5bb9&#xff1f;<\/li>\n<li>MinIO \u89e3\u51b3\u4e86\u672c\u5730\u6587\u4ef6\u5b58\u50a8\u7684\u4ec0\u4e48\u95ee\u9898&#xff1f;<\/li>\n<li>Gateway \u548c Nacos \u5728\u5fae\u670d\u52a1\u67b6\u6784\u4e2d\u5206\u522b\u627f\u62c5\u4ec0\u4e48\u804c\u8d23&#xff1f;<\/li>\n<li>\u5982\u679c task-service \u90e8\u7f72\u5728 Linux&#xff0c;\u800c\u6587\u4ef6\u4fdd\u5b58\u5728 Windows \u672c\u5730\u76ee\u5f55&#xff0c;\u4f1a\u53d1\u751f\u4ec0\u4e48\u95ee\u9898&#xff1f;<\/li>\n<li>\u4e3a\u4ec0\u4e48 Docker Compose \u5bf9\u9879\u76ee\u4ea4\u4ed8\u548c\u590d\u73b0\u5f88\u91cd\u8981&#xff1f;<\/li>\n","protected":false},"excerpt":{"rendered":"<p>\u7b2c2\u7ae0 \u6280\u672f\u9009\u578b\u3001\u73af\u5883\u642d\u5efa\u4e0e\u9879\u76ee\u7ed3\u6784<br \/>\n\u672c\u7ae0\u76ee\u6807<br \/>\n\u4e0a\u4e00\u7ae0\u6211\u4eec\u5148\u4ece\u4e1a\u52a1\u89d2\u5ea6\u8ba4\u8bc6\u4e86\u5927\u6a21\u578b\u3001\u4f01\u4e1a\u77e5\u8bc6\u5e93\u548c 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