{"id":208924,"date":"2025-09-30T00:24:17","date_gmt":"2025-09-29T16:24:17","guid":{"rendered":"https:\/\/www.server.hk\/blog\/208924\/"},"modified":"2025-09-30T00:24:18","modified_gmt":"2025-09-29T16:24:18","slug":"vps-bert","status":"publish","type":"post","link":"https:\/\/server.hk\/cnblog\/208924\/","title":{"rendered":"\u9999\u6e2fVPS\u90e8\u7f72BERT\u6587\u672c\u5904\u7406\u5e73\u53f0\uff1a\u4f4e\u5ef6\u8fdf\u4e0e\u9ad8\u7a33\u5b9a\u6027\u7684AI\u89e3\u51b3\u65b9\u6848"},"content":{"rendered":"<p>\u968f\u7740\u81ea\u7136\u8bed\u8a00\u5904\u7406\uff08NLP\uff09\u5728\u641c\u7d22\u3001\u5ba2\u670d\u3001\u8206\u60c5\u5206\u6790\u7b49\u4e1a\u52a1\u4e2d\u7684\u666e\u53ca\uff0c\u8bb8\u591a\u7ad9\u957f\u548c\u4f01\u4e1a\u6b63\u8003\u8651\u5c06\u5927\u578b\u9884\u8bad\u7ec3\u6a21\u578b\u5982BERT\u7528\u4e8e\u5728\u7ebf\u6587\u672c\u5904\u7406\u3002\u5bf9\u4e8e\u9762\u5411\u4e2d\u56fd\u534e\u5357\u53ca\u4e1c\u5357\u4e9a\u7528\u6237\u7684\u5b9e\u65f6\u670d\u52a1\uff0c<strong>\u5728\u9999\u6e2f\u90e8\u7f72VPS\u4f5c\u4e3a\u6a21\u578b\u63a8\u7406\u4e0eAPI\u5c42\u7684\u627f\u8f7d\u73af\u5883<\/strong>\uff0c\u53ef\u5728\u4fdd\u8bc1\u4f4e\u5ef6\u8fdf\u4e0e\u9ad8\u53ef\u7528\u6027\u7684\u540c\u65f6\uff0c\u517c\u987e\u6210\u672c\u4e0e\u5408\u89c4\u6027\u3002\u672c\u6587\u4ece\u6280\u672f\u539f\u7406\u3001\u90e8\u7f72\u5b9e\u73b0\u3001\u573a\u666f\u4e0e\u4f18\u52a3\u6bd4\u8f83\u4ee5\u53ca\u9009\u8d2d\u5efa\u8bae\u56db\u4e2a\u7ef4\u5ea6\uff0c\u6df1\u5165\u8bb2\u89e3\u5982\u4f55\u5728\u9999\u6e2fVPS\u4e0a\u6784\u5efa\u7a33\u5b9a\u7684BERT\u6587\u672c\u5904\u7406\u5e73\u53f0\u3002<\/p>\n<h2>\u539f\u7406\u4e0e\u5173\u952e\u6027\u80fd\u8981\u7d20<\/h2>\n<p>\u5728\u8ba8\u8bba\u90e8\u7f72\u65b9\u6848\u524d\uff0c\u5148\u68b3\u7406\u5f71\u54cdBERT\u63a8\u7406\u6027\u80fd\u7684\u5173\u952e\u56e0\u7d20\uff1a<\/p>\n<ul>\n<li><strong>\u6a21\u578b\u5927\u5c0f\u4e0e\u7b97\u529b\uff1a<\/strong>\u539f\u59cbBERT-Base\u7ea6110M\u53c2\u6570\uff0cBERT-Large\u7ea6340M\u3002\u6a21\u578b\u8d8a\u5927\uff0c\u5bf9CPU\/GPU\u7b97\u529b\u4e0e\u5185\u5b58\u9700\u6c42\u8d8a\u9ad8\u3002<\/li>\n<li><strong>\u6d6e\u70b9\u7cbe\u5ea6\uff1a<\/strong>FP32\u7cbe\u5ea6\u5f00\u9500\u5927\uff0cFP16\uff08\u6216INT8\u91cf\u5316\uff09\u80fd\u663e\u8457\u964d\u4f4e\u5185\u5b58\u5360\u7528\u4e0e\u52a0\u901f\u63a8\u7406\u3002<\/li>\n<li><strong>\u6279\u5904\u7406\u4e0e\u5e76\u53d1\uff1a<\/strong>\u6279\u91cf\u63a8\u7406\uff08batching\uff09\u63d0\u5347\u541e\u5410\u4f46\u589e\u52a0\u5355\u8bf7\u6c42\u5ef6\u8fdf\u3002\u5728\u7ebf\u4f4e\u5ef6\u8fdf\u573a\u666f\u901a\u5e38\u9009\u62e9batch 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Runtime\u5e76\u542f\u7528oneDNN\/Intel MKL\u52a0\u901f\u3002<\/li>\n<li>\u5185\u6838\u5e76\u884c\u4e0e\u4eb2\u548c\u6027\u8c03\u6574\uff1a\u8bbe\u7f6eOMP_NUM_THREADS\u3001MKL_NUM_THREADS\u4e0e\u7ebf\u7a0b\u4eb2\u548c\u6027\uff0c\u63d0\u5347\u591a\u6838CPU\u63a8\u7406\u6548\u7387\u3002<\/li>\n<\/ul>\n<h2>\u5728\u9999\u6e2fVPS\u4e0a\u6784\u5efa\u5e73\u53f0\u7684\u5b9e\u73b0\u65b9\u6848<\/h2>\n<p>\u4e0b\u9762\u63d0\u4f9b\u4e00\u4e2a\u5178\u578b\u7684\u6280\u672f\u6808\u4e0e\u90e8\u7f72\u6d41\u7a0b\uff0c\u4fbf\u4e8e\u5728\u9999\u6e2fVPS\uff08\u6216\u9999\u6e2f\u670d\u52a1\u5668\uff09\u4e0a\u5feb\u901f\u4e0a\u7ebfBERT\u6587\u672c\u5904\u7406API\u3002<\/p>\n<h3>\u63a8\u8350\u6280\u672f\u6808<\/h3>\n<ul>\n<li>\u5bb9\u5668\u5316\uff1aDocker + docker-compose \u6216 Kubernetes\uff08k3s\/\u5fae\u578bK8s\uff09\u7528\u4e8e\u670d\u52a1\u7ba1\u7406\u4e0e\u6a2a\u5411\u6269\u7f29\u3002<\/li>\n<li>\u6a21\u578b\u670d\u52a1\uff1aTorchServe\u3001Triton Inference Server \u6216\u57fa\u4e8eFastAPI\u7684\u81ea\u5b9a\u4e49\u63a8\u7406\u670d\u52a1\u3002<\/li>\n<li>\u63a8\u7406\u52a0\u901f\uff1aONNX Runtime\uff08\u542f\u7528OpenVINO\u6216oneDNN\uff09\uff0cGPU\u65f6\u4f7f\u7528TensorRT\u6216CUDA\u540e\u7aef\u3002<\/li>\n<li>\u524d\u7aef\u7f51\u5173\uff1aNginx \u6216 Envoy \u4f5c\u4e3a\u53cd\u5411\u4ee3\u7406\u4e0eSSL\u7ec8\u7aef\uff0c\u652f\u6301HTTP\/2\u4e0egRPC\u4ee3\u7406\u3002<\/li>\n<li>\u76d1\u63a7\u4e0e\u65e5\u5fd7\uff1aPrometheus + Grafana\u3001ELK \u6216 Loki\uff0c\u76d1\u63a7\u5ef6\u8fdf\u3001QPS\u3001\u5185\u5b58\u4e0eGPU\u5229\u7528\u7387\u3002<\/li>\n<\/ul>\n<h3>\u90e8\u7f72\u6d41\u7a0b\u8981\u70b9<\/h3>\n<ul>\n<li>\u73af\u5883\u51c6\u5907\uff1a\u9009\u62e9\u5408\u9002\u7684VPS\u5b9e\u4f8b\uff08CPU\u6838\u6570\u3001\u5185\u5b58\u3001\u662f\u5426\u5305\u542bGPU\u6216GPU\u76f4\u901a\uff09\u3002\u9999\u6e2fVPS\u5e38\u63d0\u4f9b\u8f83\u4f4e\u7f51\u7edc\u5ef6\u8fdf\u4e0e\u5408\u89c4\u4fbf\u5229\u3002<\/li>\n<li>\u6a21\u578b\u8f6c\u6362\uff1a\u5c06\u8bad\u7ec3\u597d\u7684BERT\u5bfc\u51fa\u4e3aONNX\uff0c\u4f7f\u7528\u52a8\u6001\u8f74\u652f\u6301\u4e0d\u540c\u957f\u5ea6\u8f93\u5165\uff0c\u6216\u5bfc\u51faTensorRT\u5f15\u64ce\u4ee5\u83b7\u5f97\u6781\u81f4GPU\u5ef6\u8fdf\u3002<\/li>\n<li>\u7cbe\u5ea6\u4e0e\u91cf\u5316\uff1a\u5728\u9a8c\u8bc1\u96c6\u4e0a\u8fdb\u884cINT8\u6821\u51c6\u4ee5\u4fdd\u8bc1\u7cbe\u5ea6\u4e0b\u964d\u53ef\u63a7\u3002\u5bf9\u5ef6\u8fdf\u654f\u611f\u7684\u573a\u666f\u4f18\u5148\u91c7\u7528FP16\/INT8\u3002<\/li>\n<li>\u670d\u52a1\u5b9e\u73b0\uff1a\u4f7f\u7528\u5f02\u6b65Server\uff08Uvicorn + FastAPI\uff09\u5e76\u914d\u5408\u7ebf\u7a0b\u6c60\u6216\u8fdb\u7a0b\u6c60\u8fdb\u884c\u63a8\u7406\u9694\u79bb\uff0c\u907f\u514d\u4e8b\u4ef6\u5faa\u73af\u963b\u585e\u3002<\/li>\n<li>\u8fde\u63a5\u6c60\u4e0e\u8d85\u65f6\uff1a\u5bf9\u4e0a\u6e38\u6570\u636e\u5e93\u6216\u7f13\u5b58\u4f7f\u7528\u8fde\u63a5\u6c60\uff0c\u8bbe\u5b9a\u5408\u7406\u7684\u8d85\u65f6\u4e0e\u9650\u6d41\u7b56\u7565\uff0c\u9632\u6b62\u77ac\u65f6\u6d41\u91cf\u6253\u7a7f\u5b9e\u4f8b\u3002<\/li>\n<li>\u8d1f\u8f7d\u5747\u8861\uff1a\u91c7\u7528L4\/L7\u8d1f\u8f7d\u5747\u8861\u5668\u5206\u53d1\u8bf7\u6c42\uff0c\u591a\u5b9e\u4f8b\u90e8\u7f72\u5b9e\u73b0\u9ad8\u53ef\u7528\u4e0e\u7070\u5ea6\u5347\u7ea7\u3002<\/li>\n<\/ul>\n<h2>\u5e94\u7528\u573a\u666f\u4e0e\u5b9e\u8df5\u6848\u4f8b<\/h2>\n<p>BERT\u6587\u672c\u5904\u7406\u53ef\u8986\u76d6\u591a\u79cd\u7ebf\u4e0a\u9700\u6c42\uff0c\u4e0d\u540c\u573a\u666f\u5bf9\u90e8\u7f72\u7b56\u7565\u6709\u6240\u5dee\u5f02\uff1a<\/p>\n<ul>\n<li><strong>\u5ba2\u670d\u4e0e\u5bf9\u8bdd\u7cfb\u7edf\uff1a<\/strong>\u8981\u6c42\u4f4e\u5ef6\u8fdf\uff08\u5efa\u8baeP95 &lt; 200ms\uff09\uff0c\u53ef\u4f7f\u7528\u84b8\u998f\u6a21\u578b + 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