{"id":10021542,"date":"2026-11-05T09:35:03","date_gmt":"2026-11-05T01:35:03","guid":{"rendered":"https:\/\/itmax.cn\/?p=10021542"},"modified":"2026-11-05T09:35:17","modified_gmt":"2026-11-05T01:35:17","slug":"weknora-20261105","status":"publish","type":"post","link":"https:\/\/itmax.cn\/?p=10021542","title":{"rendered":"\u6587\u6863\u6563\u5728\u4e94\u4e2a\u7cfb\u7edf\u91cc\uff0c\u95ee\u4e00\u53e5\u9760\u7ffb\uff5c\u817e\u8baf WeKnora \u6211\u8fd8\u6ca1\u88c5\uff0c\u8d26\u5148\u7b97\u6e05\u4e86"},"content":{"rendered":"
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WeKnora \u7684\u67b6\u6784\u54f2\u5b66\u662f”\u5168\u90fd\u53ef\u4ee5\u6362”\uff1a\u6a21\u578b\u5185\u7f6e 29 \u5bb6\u5382\u5546\uff08OpenAI\u3001DeepSeek\u3001Qwen\u3001\u6df7\u5143\u3001Ollama \u90fd\u5728\uff09\uff0c\u5411\u91cf\u5e93\u4e5d\u79cd\uff0c\u4ece pgvector \u5230 Milvus\u3001Qdrant\u3001Weaviate\u3001Apache Doris\uff0c\u5bf9\u8c61\u5b58\u50a8\u516b\u79cd\u3002\u597d\u5904\u5f88\u76f4\u767d\uff0c\u4e0d\u88ab\u4efb\u4f55\u4e00\u5bb6\u9501\u6b7b\uff0c\u5ba2\u6237\u6307\u5b9a\u4ec0\u4e48\u5c31\u80fd\u63a5\u4ec0\u4e48\u3002<\/p>\n

\u4f46\u6bcf\u591a\u4e00\u4e2a\u53ef\u9009\u7ec4\u4ef6\uff0c\u5c31\u591a\u4e00\u4efd\u96c6\u6210\u548c\u6392\u969c\u7684\u6d3b\u3002\u516c\u4f17\u53f7\u4e0a\u4e00\u7bc7\u771f\u673a\u5b9e\u6d4b\u7684\u539f\u8bdd\u6211\u8bb0\u5230\u73b0\u5728\uff1a”\u53ef\u6362\u610f\u5473\u7740\u4e24\u4ef6\u4e8b\uff1a\u4e0d\u4f1a\u88ab\u5355\u4e00\u4f9b\u5e94\u5546\u9501\u6b7b\uff0c\u4ee5\u53ca\u6bcf\u591a\u4e00\u4e2a\u53ef\u9009\u7ec4\u4ef6\u5c31\u591a\u4e00\u4efd\u96c6\u6210\u548c\u6392\u969c\u7684\u6d3b\u3002”\u6211\u5b8c\u5168\u8ba4\u540c\uff0c\u800c\u4e14\u60f3\u8865\u4e00\u53e5\uff1a\u4e5d\u79cd\u5411\u91cf\u5e93\u91cc\u771f\u6b63\u88ab\u5927\u91cf\u9a8c\u8bc1\u8fc7\u7684\u5c31\u662f\u9ed8\u8ba4\u7684 ParadeDB\uff08PostgreSQL \u52a0 BM25 \u548c\u5411\u91cf\u6269\u5c55\uff09\uff0c\u4f60\u6311\u51b7\u95e8\u90a3\u51e0\u4e2a\uff0c\u7b49\u4e8e\u5e2e\u5b98\u65b9\u505a\u6d4b\u8bd5\u2014\u2014open issue \u91cc Milvus \u6ce8\u518c\u5931\u8d25\u4e0d\u91cd\u8bd5\uff08#5126\uff09\u3001Weaviate \u62ff chunk ID \u5f53\u5bf9\u8c61 ID \u4e92\u76f8\u8986\u76d6\uff08#5009\uff09\u90fd\u662f\u771f\u5b9e\u5b58\u5728\u7684\u3002<\/p>\n

\u90e8\u7f72\u9762\u7684\u91cd\u91cf\u4e5f\u503c\u5f97\u5355\u8bf4\u3002Go \u5355\u4f53\u540e\u7aef\u4e4b\u5916\uff0c\u6587\u6863\u89e3\u6790\u662f\u72ec\u7acb\u7684 Python \u670d\u52a1 docreader\uff0c\u8d70 gRPC\uff0c\u91cc\u9762\u585e\u4e86 LibreOffice\u3001OpenJDK 17\u3001Playwright\u3002\u4e00\u4f4d\u535a\u4e3b\u91cf\u8fc7\uff1adocreader \u5355\u4e2a\u955c\u50cf 5.69GB\uff0c\u4e94\u4e2a\u5bb9\u5668\u5408\u8ba1\u7ea6 10.7GB\u3002\u4e3a\u4ec0\u4e48\u8fd9\u4e48\u91cd\uff1f\u89e3\u6790 Office\u3001\u6e32\u67d3 PDF \u8fd9\u644a\u4e8b\uff0cPython \u751f\u6001\u786e\u5b9e\u662f\u6700\u7701\u529b\u7684\u8def\uff0c\u5b98\u65b9\u4e5f\u63d0\u4f9b\u4e86\u8fdb\u7a0b\u5185\u7684 anydoc \u89e3\u6790\u5f15\u64ce\u7ed9\u8f7b\u91cf\u573a\u666f\uff0c\u4f46\u91cd\u89e3\u6790\u8fd9\u6761\u94fe\u8def\u7684\u6210\u672c\u5c31\u662f\u8eb2\u4e0d\u6389\u3002<\/p>\n

\u5347\u7ea7\u8fd9\u4ef6\u4e8b\u4e5f\u6709\u81ea\u5df1\u7684\u813e\u6c14\u3002\u5b98\u65b9\u6587\u6863\u53cd\u590d\u63d0\u9192\uff1a\u53ea\u8dd1 docker compose up -d<\/code> \u4f1a\u590d\u7528\u672c\u5730\u7f13\u5b58\u7684\u65e7\u955c\u50cf\uff0cWeb UI \u663e\u793a\u7684\u7248\u672c\u53ef\u80fd\u548c\u4f60\u4ee5\u4e3a\u7684\u5bf9\u4e0d\u4e0a\uff1b\u5347\u7ea7\u524d\u8981\u628a .env<\/code> \u91cc\u7684 WEKNORA_VERSION<\/code> \u6539\u6210\u76ee\u6807\u7248\u672c\u518d pull<\/code>\u3002\u66f4\u72e0\u7684\u4e00\u6761\u662f\u6570\u636e\u5e93\uff1aCompose \u9ed8\u8ba4\u7684 ParadeDB \u955c\u50cf\u8de8\u7248\u672c\u5347\u7ea7\u4e0d\u662f\u6362\u4e2a\u955c\u50cf\u5c31\u5b8c\u4e8b\uff0cpg_search \u6269\u5c55\u8981\u5355\u72ec\u5904\u7406\uff0c\u5b98\u65b9\u5347\u7ea7\u8bf4\u660e\u4e13\u95e8\u5199\u4e86\u4e00\u8282\u3002\u628a\u8fd9\u4e9b\u5f52\u62e2\u6210\u4e00\u53e5\u8bdd\uff1a\u5347\u7ea7\u8981\u8fdb\u8fd0\u7ef4\u65e5\u7a0b\uff0c\u4e0d\u662f\u987a\u624b\u6572\u4e24\u6761\u547d\u4ee4\u7684\u4e8b\u3002<\/p>\n

\u8fd8\u6709\u4e00\u7b14\u66f4\u9690\u853d\u7684\u8d26\uff1a\u91cd\u5efa\u3002\u5168\u7ad9\u8ba8\u8bba\u6700\u591a\u7684 issue \u662f #1679\uff0c77 \u6761\u8ba8\u8bba\uff0c\u8bc9\u6c42\u5c31\u4e00\u53e5\u8bdd\u2014\u2014\u91cd\u5efa\u6216\u91cd\u89e3\u6790\u77e5\u8bc6\u65f6\uff0c\u628a OCR\u3001Embedding\u3001Wiki \u7684\u7f13\u5b58\u590d\u7528\u4e0a\uff0c\u522b\u5168\u91cf\u91cd\u7b97\u3002\u73b0\u5728\u6362\u4e00\u6b21 embedding \u6a21\u578b\uff0c\u6240\u6709\u6587\u6863\u91cd\u65b0\u89e3\u6790\u3001\u91cd\u65b0\u5411\u91cf\u5316\uff0c\u65f6\u95f4\u548c token \u5168\u90e8\u7ffb\u500d\u3002\u6398\u91d1\u4e00\u4f4d\u4f5c\u8005\u5c31\u649e\u4e0a\u4e86\uff1a\u6362\u6a21\u578b\u4e4b\u540e\u5411\u91cf\u7ef4\u5ea6\u4e0d\u5339\u914d\uff0c\u53ea\u80fd\u91cd\u5efa\u6574\u4e2a\u77e5\u8bc6\u5e93\u3002\u8fd9\u4e2a\u5751\u5728\u6709\u51e0\u4e07\u7bc7\u6587\u6863\u7684\u5e93\u4e0a\u4f1a\u975e\u5e38\u75bc\u3002<\/p>\n

\u4ec0\u4e48\u60c5\u51b5\u4e0b\u8fd9\u5957\u8bbe\u8ba1\u4e0d\u53ef\u63a5\u53d7\uff1f\u4e24\u79cd\u3002\u4e00\u662f\u4f60\u60f3\u628a\u77e5\u8bc6\u5e93\u80fd\u529b\u5d4c\u8fdb\u81ea\u5df1\u7684\u4ea7\u54c1\u505a\u4e8c\u6b21\u5f00\u53d1\u2014\u2014\u4e09\u767e\u591a\u4e2a API \u7aef\u70b9\u3001\u7ea6\u4e00\u767e\u4e94\u5341\u4e2a\u73af\u5883\u53d8\u91cf\uff0c\u52a0\u4e0a\u4e00\u4e2a\u4e0d\u8f7b\u7684\u90e8\u7f72\u9762\uff0c\u5b9a\u5236\u6210\u672c\u4e0d\u4f4e\uff0c\u8fd9\u79cd\u573a\u666f\u4e0d\u5982\u81ea\u5df1\u62ff\u8f7b\u91cf\u7ec4\u4ef6\u62fc\u3002\u4e8c\u662f\u5b8c\u5168\u6ca1\u4eba\u78b0\u5bb9\u5668\u8fd0\u7ef4\u7684\u56e2\u961f\uff0c\u4e94\u5bb9\u5668\u52a0\u6a21\u578b key \u8fd9\u5957\u8d26\u517b\u4e0d\u52a8\u3002<\/p>\n

\u88c5\u4e4b\u524d\u5148\u770b\u79e4<\/h2>\n

\u786c\u4ef6\u8981\u6c42\u8fd9\u6b21\u4e0d\u7528\u731c\uff0c\u5b98\u65b9\u6587\u6863\u5199\u5f97\u660e\u660e\u767d\u767d\uff1a\u6807\u51c6 Docker \u90e8\u7f72\u5efa\u8bae 4 \u6838 CPU\u30018GB \u5185\u5b58\u8d77\u6b65\uff0cdocreader \u542b LibreOffice \u548c Playwright \u6bd4\u8f83\u5403\u5185\u5b58\uff1b\u8fd9\u4e2a 8GB \u4e0d\u542b Ollama \u6a21\u578b\u6743\u91cd\u7684\u5f00\u9500\uff0c\u542f\u7528 Milvus\u3001Langfuse \u8fd9\u4e9b\u53ef\u9009\u7ec4\u4ef6\u8fd8\u8981\u518d\u52a0\u3002<\/p>\n

\u5b9e\u8df5\u53cd\u9988\u6bd4\u5b98\u65b9\u6570\u5b57\u66f4\u72e0\u4e00\u70b9\uff1aCSDN \u4e00\u4f4d\u4f5c\u8005 8GB \u7684\u673a\u5668\u8dd1\u51fa\u4e86 OOMKilled\uff0c\u5347\u5230 16GB\u3001\u9650\u5236\u540c\u65f6\u5411\u91cf\u5316\u7684\u6587\u4ef6\u6570\u624d\u7a33\u4f4f\u3002\u6240\u4ee5\u6211\u7684\u4e24\u6863\u5efa\u8bae\u662f\u8fd9\u6837\uff1a<\/p>\n

\u6700\u4f4e\u53ef\u7528\u6863<\/strong>\uff1aLite \u5355\u4e8c\u8fdb\u5236\u3002SQLite\uff08FTS5 \u5168\u6587\u68c0\u7d22\u52a0 sqlite-vec \u5411\u91cf\u68c0\u7d22\uff09\u52a0\u5185\u5b58\u961f\u5217\uff0c\u96f6\u5916\u90e8\u4f9d\u8d56\uff0c\u4e0d\u7528 Docker\uff0c\u6570\u636e\u5168\u5728\u672c\u5730\uff0c\u9ed8\u8ba4\u53ea\u76d1\u542c\u672c\u673a\u3002\u914d\u7f6e\u4e5f\u7b80\u5355\uff1a\u53d1\u884c\u5305\u91cc\u628a .env.lite.example<\/code> \u590d\u5236\u6210 .env.lite<\/code>\uff0c\u586b\u4e0a\u5bc6\u94a5\u5c31\u80fd\u8dd1\uff0c\u7a0b\u5e8f\u81ea\u5df1\u4f1a\u627e\u8fd9\u4e2a\u6587\u4ef6\u3002\u4ee3\u4ef7\u662f\u89e3\u6790\u5f15\u64ce\u53ea\u6709 Simple \u6863\u3001\u6ca1\u6709\u591a\u7a7a\u95f4\u534f\u4f5c\uff0c\u53e6\u5916\u5b98\u65b9\u7684\u684c\u9762\u5e94\u7528\u8fd8\u6ca1\u6b63\u5f0f\u53d1\u5b89\u88c5\u5305\uff0c\u60f3\u7528\u56fe\u5f62\u754c\u9762\u5f97\u81ea\u5df1\u4ece\u6e90\u7801\u6253\u5305\u3002\u4e2a\u4eba\u8bd5\u7528\u3001\u51e0\u5341\u4e0a\u767e\u7bc7\u6587\u6863\u7684\u91cf\uff0c\u8fd9\u6863\u591f\u4e86\u3002<\/p>\n

\u5efa\u8bae\u6863<\/strong>\uff1a4 \u6838 16GB\u3001\u78c1\u76d8 50GB \u8d77\uff08\u955c\u50cf\u7ea6 10.7GB\uff0c\u518d\u52a0 Postgres \u6570\u636e\u5377\u548c\u6587\u4ef6\u5377\uff09\uff0c\u6a21\u578b\u8d70\u4e91 API \u6216\u5185\u7f51 Ollama\uff0c\u68c0\u7d22\u7528\u9ed8\u8ba4 ParadeDB \u522b\u6298\u817e\u3002<\/p>\n

\u6807\u51c6\u90e8\u7f72\u7684\u6b65\u9aa4\u5b98\u65b9\u5199\u5f97\u5f88\u77ed\uff1a<\/p>\n

git clone https:\/\/github.com\/Tencent\/WeKnora.git\ncd WeKnora\ncp .env.example .env\ndocker compose pull\ndocker compose up -d\n<\/code><\/pre>\n
\u4e24\u4e2a\u5fc5\u987b\u81ea\u5df1\u52a8\u7684\u70b9\uff1a.env<\/code> \u91cc\u7684 JWT_SECRET<\/code> \u548c SYSTEM_AES_KEY<\/code> \u9ed8\u8ba4\u7559\u7a7a\uff0c\u9996\u6b21\u90e8\u7f72\u8981\u751f\u6210\uff08\u5b98\u65b9\u7ed9\u4e86 openssl rand -hex 32<\/code> \u548c openssl rand -hex 16<\/code> \u7684\u547d\u4ee4\uff09\uff1b\u5c24\u5176 SYSTEM_AES_KEY<\/code>\uff0c\u5347\u7ea7\u65f6\u7edd\u4e0d\u80fd\u6362\uff0c\u6362\u4e86\u5df2\u52a0\u5bc6\u7684\u51ed\u636e\u5c31\u89e3\u4e0d\u5f00\u4e86\u2014\u2014\u5b98\u65b9\u7528 warning \u6807\u4e86\u8fd9\u6761\uff0c\u522b\u4e0d\u5f53\u56de\u4e8b\u3002<\/p>\n
\u90a3\u4e94\u5206\u949f\u6d41\u7a0b\uff0c\u6211\u5bf9\u7740\u6587\u6863\u8d70\u4e86\u4e00\u904d<\/h2>\n
\u5148\u4ea4\u4ee3\u5b9e\u8bdd\uff1a\u6211\u8fd8\u6ca1\u628a\u6807\u51c6\u7248\u88c5\u8fdb\u81ea\u5df1\u7684\u673a\u5668\u3002\u8fd9\u51e0\u5929\u624b\u5934\u6709\u4e8b\uff0c\u4e94\u5bb9\u5668\u4e00\u5957\u4e0d\u662f\u6211\u5468\u672b\u613f\u610f\u968f\u53e3\u8bd5\u7684\u4e1c\u897f\uff0cLite \u7248\u5012\u662f\u6211\u6253\u7b97\u6700\u8fd1\u771f\u8dd1\u4e00\u6b21\u7684\u3002\u6240\u4ee5\u8fd9\u4e00\u8282\u7684\u547d\u4ee4\u6765\u81ea\u5b98\u65b9 CLI \u624b\u518c\uff0c\u9884\u671f\u8868\u73b0\u6765\u81ea\u4e24\u7bc7\u7b2c\u4e09\u65b9\u5b9e\u6d4b\uff0c\u51fa\u5904\u90fd\u7ed9\u5168\u3002<\/p>\n
\u4e94\u4e2a\u5bb9\u5668\u5168\u90e8 healthy \u4e4b\u540e\uff08\u516c\u4f17\u53f7\u90a3\u4f4d\u4f5c\u8005\u4ece clone \u5230\u5168\u90e8\u5c31\u7eea\u82b1\u4e86\u7ea6 25 \u5206\u949f\uff0c\u5927\u5934\u662f\u62c9\u955c\u50cf\uff09\uff0c\u5b98\u65b9 CLI \u7684\u6700\u5c0f\u95ed\u73af\u957f\u8fd9\u6837\uff1a<\/p>\n
weknora profile add prod --host http:\/\/localhost --use\nweknora auth login\nweknora kb list\nweknora link --kb my-knowledge-base\nweknora doc upload notes.md\nweknora doc wait doc_abc\nweknora search chunks "\u9000\u8d27\u6761\u6b3e\u662f\u54ea\u4e00\u5e74\u6539\u7684"\nweknora chat "\u603b\u7ed3\u8fd9\u4efd\u9a8c\u6536\u5355\u91cc\u6211\u65b9\u4e49\u52a1"\n<\/code><\/pre>\n
doc wait<\/code> \u4f1a\u963b\u585e\u7b49\u89e3\u6790\u5b8c\u6210\uff0c\u9000\u51fa\u7801 0 \u662f\u6210\u529f\u30011 \u662f\u5931\u8d25\uff1bsearch chunks<\/code> \u662f\u68c0\u7d22\u8c03\u8bd5\u547d\u4ee4\uff0c\u76f4\u63a5\u770b\u547d\u4e2d\u4e86\u54ea\u4e9b\u5206\u5757\uff0c\u8c03\u53c2\u5168\u9760\u5b83\uff1bchat<\/code> \u6d41\u5f0f\u8f93\u51fa\uff0c\u7b54\u6848\u5e26\u5f15\u7528\u3002\u6574\u4e2a CLI \u9ed8\u8ba4\u5410 JSON\uff0c--format text<\/code> \u624d\u662f\u4eba\u8bfb\u683c\u5f0f\u2014\u2014\u5b83\u662f\u6309”\u7ed9\u7a0b\u5e8f\u548c\u667a\u80fd\u4f53\u8c03\u7528”\u8bbe\u8ba1\u7684\uff0c\u53d6\u5411\u5f88\u660e\u786e\u3002CLI \u76ee\u524d\u6ca1\u6709\u9884\u7f16\u8bd1\u4ea7\u7269\uff0c\u8981\u7528\u5f97\u88c5 Go 1.26 \u8fdb cli\/<\/code> \u76ee\u5f55\u81ea\u5df1 build\uff0c\u5b98\u65b9\u8bf4\u9884\u7f16\u8bd1\u4e8c\u8fdb\u5236\u548c Homebrew \u914d\u65b9\u8ba1\u5212\u968f\u67d0\u4e2a\u6b63\u5f0f tag \u4e00\u8d77\u51fa\uff0c\u5230\u73b0\u5728\u8fd8\u6ca1\u5151\u73b0\uff0c\u8fd9\u70b9\u5148\u8bf4\u5728\u524d\u9762\u3002<\/p>\n
\u670d\u52a1\u8d77\u6ca1\u8d77\u597d\uff0c\u63a2\u6d3b\u4e00\u6761\u547d\u4ee4\u5c31\u591f\uff1acurl http:\/\/localhost:8080\/health<\/code>\uff0c\u8fd4\u56de {\"status\":\"ok\"}<\/code> \u8bf4\u660e\u540e\u7aef\u5c31\u7eea\u3002\u6ce8\u610f\u522b\u6253\u5230 \/api\/v1\/health<\/code>\uff0c\u90a3\u4e2a\u8981\u767b\u5f55\u6001\uff0c\u6ca1\u5e26\u51ed\u636e\u5c31\u662f 401\uff0c\u5f88\u591a\u4eba\u5728\u8fd9\u513f\u767d\u6298\u817e\u3002<\/p>\n
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    \n
  1. \u955c\u50cf\u62c9\u5b8c\u8d77\u4e0d\u6765<\/strong>\uff0c\u62a5 “must be built from source”\u2014\u2014\u624b\u52a8 docker pull wechatopenai\/weknora-app<\/code> \u548c wechatopenai\/weknora-docreader<\/code> \u4e24\u4e2a\u955c\u50cf\u518d up -d<\/code> \u5c31\u8fc7\uff08\u5fae\u4fe1\u516c\u4f17\u53f7\u300c3\u4e07\u661fWeKnora\u5b9e\u6d4b\u300d\uff0c\u771f\u673a Linux \u90e8\u7f72\uff09\u3002<\/li>\n
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  3. \u63a2\u6d3b\u8def\u5f84\u522b\u7528\u9519<\/strong>\uff1a\/api\/v1\/health<\/code> \u8981\u767b\u5f55\u6001\uff0c\u62a5 401 \u4e0d\u662f\u6302\u4e86\uff0c\u7528\u6839\u8def\u5f84 \/health<\/code>\uff08\u540c\u4e0a\uff09\u3002<\/li>\n
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