{"id":209206,"date":"2025-09-30T06:23:16","date_gmt":"2025-09-29T22:23:16","guid":{"rendered":"https:\/\/www.server.hk\/blog\/209206\/"},"modified":"2025-09-30T06:23:16","modified_gmt":"2025-09-29T22:23:16","slug":"vps-yolo","status":"publish","type":"post","link":"https:\/\/server.hk\/cnblog\/209206\/","title":{"rendered":"\u9999\u6e2fVPS\u652f\u6301YOLO\u5bf9\u8c61\u68c0\u6d4b\uff1a\u4f4e\u5ef6\u65f6\u3001\u9ad8\u6027\u80fd\u7684AI\u63a8\u7406\u4e00\u7ad9\u5f0f\u65b9\u6848"},"content":{"rendered":"<p>\u5728\u8fb9\u7f18\u8ba1\u7b97\u548c\u5b9e\u65f6\u89c6\u9891\u5206\u6790\u65e5\u76ca\u666e\u53ca\u7684\u4eca\u5929\uff0c\u57fa\u4e8e\u6df1\u5ea6\u5b66\u4e60\u7684\u76ee\u6807\u68c0\u6d4b\u6846\u67b6\uff08\u5982YOLO\u7cfb\u5217\uff09\u5df2\u7ecf\u6210\u4e3a\u8bb8\u591a\u4e1a\u52a1\u7684\u6838\u5fc3\u7ec4\u4ef6\u3002\u5bf9\u4e8e\u9700\u8981\u4f4e\u5ef6\u65f6\u3001\u9ad8\u541e\u5410\u7684AI\u63a8\u7406\u670d\u52a1\u800c\u8a00\uff0c\u90e8\u7f72\u73af\u5883\u7684\u9009\u62e9\u81f3\u5173\u91cd\u8981\u3002\u672c\u6587\u4ece\u6280\u672f\u89d2\u5ea6\u6df1\u5165\u89e3\u6790\u5728\u9999\u6e2fVPS\u4e0a\u90e8\u7f72YOLO\u5bf9\u8c61\u68c0\u6d4b\u7684\u53ef\u884c\u6027\u4e0e\u4f18\u5316\u7b56\u7565\uff0c\u5e76\u4e0e\u7f8e\u56fdVPS\u3001\u9999\u6e2f\u670d\u52a1\u5668\u548c\u7f8e\u56fd\u670d\u52a1\u5668\u7684\u90e8\u7f72\u573a\u666f\u505a\u5bf9\u6bd4\uff0c\u5e2e\u52a9\u7ad9\u957f\u3001\u4f01\u4e1a\u548c\u5f00\u53d1\u8005\u5728\u5b9e\u9645\u843d\u5730\u65f6\u505a\u51fa\u5408\u7406\u9009\u578b\u3002<\/p>\n<h2>YOLO\u5bf9\u8c61\u68c0\u6d4b\u7684\u5de5\u4f5c\u539f\u7406\u4e0e\u63a8\u7406\u74f6\u9888<\/h2>\n<p>YOLO\uff08You Only Look Once\uff09\u5c5e\u4e8e\u5355\u9636\u6bb5\u76ee\u6807\u68c0\u6d4b\u7b97\u6cd5\uff0c\u6838\u5fc3\u601d\u60f3\u662f\u5728\u5355\u6b21\u524d\u5411\u4f20\u64ad\u4e2d\u540c\u65f6\u9884\u6d4b\u7269\u4f53\u7c7b\u522b\u548c\u8fb9\u754c\u6846\u3002\u73b0\u4ee3\u7248\u672c\u5982YOLOv4\/v5\/v7\/v8\u5728\u6a21\u578b\u67b6\u6784\u548c\u8bad\u7ec3\u7b56\u7565\u4e0a\u90fd\u6709\u663e\u8457\u4f18\u5316\uff0c\u4f46\u5728\u63a8\u7406\u7aef\u4ecd\u9762\u4e34\u4ee5\u4e0b\u6027\u80fd\u74f6\u9888\uff1a<\/p>\n<ul>\n<li>\u6a21\u578b\u8ba1\u7b97\u91cf\uff1a\u9ad8\u7cbe\u5ea6\u6a21\u578b\u53c2\u6570\u91cf\u5927\uff0c\u6d6e\u70b9\u8fd0\u7b97\uff08FLOPs\uff09\u9700\u6c42\u9ad8\u3002<\/li>\n<li>\u5185\u5b58\u5e26\u5bbd\u4e0e\u663e\u5b58\uff1a\u8f93\u5165\u5206\u8fa8\u7387\u548c\u6279\u91cf\u5927\u5c0f\u76f4\u63a5\u5f71\u54cd\u663e\u5b58\u5360\u7528\u3002<\/li>\n<li>IO\u4e0e\u9884\u5904\u7406\u5ef6\u8fdf\uff1a\u89c6\u9891\u5e27\u89e3\u7801\u3001\u7f29\u653e\u3001\u5f52\u4e00\u5316\u7b49\u5904\u7406\u4f1a\u589e\u52a0\u7aef\u5230\u7aef\u5ef6\u8fdf\u3002<\/li>\n<li>\u7f51\u7edc\u4f20\u8f93\u5ef6\u8fdf\uff1a\u5c24\u5176\u662f\u8de8\u533a\u57df\u90e8\u7f72\u65f6\uff0c\u6570\u636e\u4e0a\u884c\/\u4e0b\u884c\u5ef6\u8fdf\u4f1a\u663e\u8457\u5f71\u54cd\u5b9e\u65f6\u6027\u3002<\/li>\n<\/ul>\n<p>\u8981\u5b9e\u73b0\u4f4e\u5ef6\u65f6\u63a8\u7406\uff0c\u9700\u8981\u5728\u786c\u4ef6\uff08GPU\/CPU\uff09\u3001\u8f6f\u4ef6\u6808\uff08\u6846\u67b6\u4f18\u5316\u3001\u63a8\u7406\u5f15\u64ce\uff09\u548c\u7f51\u7edc\u67b6\u6784\u4e0a\u540c\u65f6\u4e0b\u529f\u592b\u3002<\/p>\n<h2>\u9999\u6e2fVPS\u652f\u6301YOLO\u63a8\u7406\u7684\u6280\u672f\u8981\u70b9<\/h2>\n<p>\u5728\u9999\u6e2f\u90e8\u7f72YOLO\u63a8\u7406\u65f6\uff0c\u901a\u5e38\u4f1a\u9009\u62e9\u5177\u5907GPU\u52a0\u901f\u6216\u9ad8\u5355\u6838CPU\u6027\u80fd\u7684VPS\u5b9e\u4f8b\u3002\u5173\u952e\u6280\u672f\u70b9\u5305\u62ec\uff1a<\/p>\n<h3>\u786c\u4ef6\u5c42\u9762\uff1aGPU\u3001CPU\u4e0e\u7f51\u7edc<\/h3>\n<ul>\n<li><strong>GPU\u52a0\u901f\uff1a<\/strong>NVIDIA\u7cfb\u5217GPU\uff08\u5982T4\u3001A10\u3001A100\u7b49\uff09\u5bf9\u6df1\u5ea6\u5b66\u4e60\u63a8\u7406\u53cb\u597d\uff0c\u652f\u6301CUDA\u4e0eTensorRT\u3002TensorRT\u53ef\u5c06ONNX\u6216PyTorch\u6a21\u578b\u8fdb\u884c\u7b97\u5b50\u878d\u5408\u3001\u7cbe\u5ea6\u538b\u7f29\uff08FP32\u2192FP16\u2192INT8\uff09\u548c\u5185\u6838\u8c03\u4f18\uff0c\u4ece\u800c\u663e\u8457\u964d\u4f4e\u5ef6\u8fdf\u4e0e\u63d0\u5347\u541e\u5410\u3002<\/li>\n<li><strong>CPU\u6027\u80fd\uff1a<\/strong>\u5bf9\u4e8e\u8f7b\u91cf\u7ea7\u6a21\u578b\u6216\u65e0GPU\u73af\u5883\uff0c\u9009\u62e9\u9ad8\u4e3b\u9891\u591a\u6838CPU\u4ecd\u53ef\u5b9e\u73b0\u4f4e\u5ef6\u65f6\u63a8\u7406\uff0c\u7ed3\u5408OpenVINO\u6216ONNX Runtime\u53ef\u4ee5\u83b7\u5f97\u66f4\u597d\u7684CPU\u63a8\u7406\u6027\u80fd\u3002<\/li>\n<li><strong>\u7f51\u7edc\u5e26\u5bbd\u4e0e\u5ef6\u8fdf\uff1a<\/strong>\u9999\u6e2f\u4f5c\u4e3a\u4e9a\u592a\u5730\u533a\u91cd\u8981\u7f51\u7edc\u67a2\u7ebd\uff0c\u8fde\u63a5\u5185\u5730\u3001\u4e1c\u5357\u4e9a\u3001\u751a\u81f3\u6b27\u7f8e\u7684\u5ef6\u8fdf\u8868\u73b0\u826f\u597d\u3002\u5bf9\u4e8e\u63a5\u6536\u6765\u81ea\u6df1\u5733\u3001\u5e7f\u5dde\u6216\u4e1c\u5357\u4e9a\u6444\u50cf\u5934\u7684\u6570\u636e\uff0c\u9999\u6e2fVPS\u53ef\u4ee5\u63d0\u4f9b\u66f4\u4f4e\u7684\u7f51\u7edc\u5f80\u8fd4\u65f6\u5ef6\uff08RTT\uff09\u76f8\u6bd4\u5c06\u6570\u636e\u56de\u4f20\u81f3\u7f8e\u56fd\u670d\u52a1\u5668\u6216\u7f8e\u56fdVPS\u3002<\/li>\n<\/ul>\n<h3>\u8f6f\u4ef6\u6808\uff1aDocker\u3001CUDA\u4e0e\u63a8\u7406\u5f15\u64ce<\/h3>\n<ul>\n<li>\u4f7f\u7528\u5bb9\u5668\u5316\u90e8\u7f72\uff08Docker \/ Docker Compose \/ K8s\uff09\u53ef\u4ee5\u5b9e\u73b0\u73af\u5883\u53ef\u590d\u73b0\u3002\u955c\u50cf\u4e2d\u5e94\u5305\u542b\u5bf9\u5e94CUDA\u7248\u672c\u3001cuDNN\u4ee5\u53caNVIDIA\u9a71\u52a8\u5bf9\u63a5\uff08nvidia-docker2\uff09\u3002<\/li>\n<li><strong>\u6a21\u578b\u683c\u5f0f\u8f6c\u6362\uff1a<\/strong>\u8bad\u7ec3\u901a\u5e38\u5728PyTorch\u5b8c\u6210\uff0c\u751f\u4ea7\u63a8\u7406\u63a8\u8350\u5bfc\u51fa\u4e3aONNX\u5e76\u7528TensorRT\u6216ONNX Runtime\u8fdb\u884c\u4f18\u5316\u3002<\/li>\n<li><strong>\u52a0\u901f\u7b56\u7565\uff1a<\/strong>\u4f7f\u7528\u534a\u7cbe\u5ea6\uff08FP16\uff09\u6216INT8\u91cf\u5316\u3001\u5185\u6838\u878d\u5408\u3001\u52a8\u6001\u6279\u5904\u7406\uff08dynamic batching\uff09\u548c\u591a\u6d41\u5e76\u53d1\uff08streams\uff09\u53ef\u4ee5\u5728\u4fdd\u6301\u7cbe\u5ea6\u7684\u524d\u63d0\u4e0b\u964d\u4f4e\u5ef6\u8fdf\u3002<\/li>\n<li>\u5b9e\u73b0\u5f02\u6b65IO\u4e0e\u63a8\u7406\u6d41\u6c34\u7ebf\uff1a\u5c06\u89e3\u7801\u3001\u9884\u5904\u7406\u3001\u6a21\u578b\u63a8\u7406\u4e0e\u540e\u5904\u7406\u5206\u6210\u72ec\u7acb\u7ebf\u7a0b\/\u8fdb\u7a0b\uff0c\u901a\u8fc7\u96f6\u62f7\u8d1d\u961f\u5217\uff08\u4f8b\u5982NVIDIA DALI\u6216PyAV+numpy\u5171\u4eab\u5185\u5b58\uff09\u51cf\u5c11\u5185\u5b58\u590d\u5236\u5f00\u9500\uff0c\u8fdb\u4e00\u6b65\u538b\u7f29\u7aef\u5230\u7aef\u5ef6\u8fdf\u3002<\/li>\n<\/ul>\n<h2>\u5e94\u7528\u573a\u666f\u4e0e\u90e8\u7f72\u7b56\u7565<\/h2>\n<p>\u5728\u9999\u6e2fVPS\u4e0a\u90e8\u7f72YOLO\u5bf9\u8c61\u68c0\u6d4b\u9002\u5408\u591a\u79cd\u5b9e\u65f6\u548c\u8fd1\u5b9e\u65f6\u573a\u666f\uff1a<\/p>\n<ul>\n<li>\u667a\u80fd\u5b89\u9632\u4e0e\u89c6\u9891\u76d1\u63a7\uff1a\u6444\u50cf\u5934\u96c6\u4e2d\u5728\u9999\u6e2f\u3001\u73e0\u4e09\u89d2\u6216\u4e1c\u5357\u4e9a\u533a\u57df\u65f6\uff0c\u9009\u62e9\u9999\u6e2f\u670d\u52a1\u5668\u53ef\u51cf\u5c11RTT\uff0c\u63d0\u5347\u62a5\u8b66\u54cd\u5e94\u901f\u5ea6\u3002<\/li>\n<li>\u96f6\u552e\u5ba2\u6d41\u5206\u6790\uff1a\u95e8\u5e97\u89c6\u9891\u6d41\u53ef\u5c31\u8fd1\u63a5\u5165\u9999\u6e2fVPS\uff0c\u5feb\u901f\u8f93\u51fa\u5ba2\u6d41\u7edf\u8ba1\u4e0e\u884c\u4e3a\u5206\u6790\u3002<\/li>\n<li>\u65e0\u4eba\u673a\u4e0e\u8fb9\u7f18\u5de1\u68c0\uff1a\u5bf9\u4f4e\u5ef6\u65f6\u8981\u6c42\u6781\u9ad8\u7684\u573a\u666f\uff0c\u53ef\u4ee5\u5c06\u6a21\u578b\u90e8\u7f72\u5728\u9760\u8fd1\u6570\u636e\u6e90\u7684\u9999\u6e2fVPS\u6216\u672c\u5730\u8fb9\u7f18\u8282\u70b9\uff0c\u5b9e\u73b0\u5feb\u901f\u53cd\u9988\u3002<\/li>\n<li>\u4e91\u7aef\u6279\u91cf\u63a8\u7406\uff1a\u5bf9\u4e8e\u79bb\u7ebf\u5927\u91cf\u89c6\u9891\u6587\u4ef6\u5904\u7406\uff0c\u9999\u6e2fVPS\u51ed\u501f\u5e26\u5bbd\u4f18\u52bf\u53ef\u66f4\u9ad8\u6548\u5730\u4e0e\u4e9a\u6d32\u5ba2\u6237\u4e92\u4f20\u6570\u636e\u3002<\/li>\n<\/ul>\n<h2>\u4e0e\u7f8e\u56fdVPS\/\u7f8e\u56fd\u670d\u52a1\u5668\u7684\u5bf9\u6bd4\uff1a\u5ef6\u8fdf\u3001\u5408\u89c4\u4e0e\u6210\u672c<\/h2>\n<p>\u5728\u9009\u62e9\u90e8\u7f72\u4f4d\u7f6e\u65f6\uff0c\u5e38\u89c1\u7684\u5019\u9009\u5305\u62ec\u9999\u6e2f\u670d\u52a1\u5668\u3001\u7f8e\u56fdVPS\u6216\u5176\u4ed6\u5730\u533a\u7684\u4e91\u4e3b\u673a\u3002\u4e3b\u8981\u5dee\u5f02\u4f53\u73b0\u5728\uff1a<\/p>\n<ul>\n<li><strong>\u5ef6\u8fdf\uff1a<\/strong>\u5bf9\u4e8e\u4e9a\u6d32\u7528\u6237\u4e0e\u8bbe\u5907\uff0c\u9999\u6e2f\u670d\u52a1\u5668\u901a\u5e38\u62e5\u6709\u66f4\u4f4e\u7684\u7f51\u7edc\u5ef6\u8fdf\uff1b\u800c\u5c06\u6570\u636e\u4f20\u8f93\u5230\u7f8e\u56fd\u670d\u52a1\u5668\uff08\u5305\u62ec\u7f8e\u56fdVPS\uff09\u4f1a\u5e26\u6765\u989d\u5916\u7684\u51e0\u5341\u5230\u4e0a\u767e\u6beb\u79d2RTT\uff0c\u5f71\u54cd\u5b9e\u65f6\u6027\u3002<\/li>\n<li><strong>\u5408\u89c4\u4e0e\u6570\u636e\u4e3b\u6743\uff1a<\/strong>\u67d0\u4e9b\u4e1a\u52a1\u5bf9\u6570\u636e\u9a7b\u7559\u6709\u4e25\u683c\u8981\u6c42\uff0c\u9999\u6e2f\u4f5c\u4e3a\u56fd\u9645\u5316\u7684\u6cd5\u57df\u5f80\u5f80\u80fd\u66f4\u597d\u5730\u5e73\u8861\u9690\u79c1\u5408\u89c4\u4e0e\u8de8\u5883\u8bbf\u95ee\uff1b\u800c\u7f8e\u56fd\u670d\u52a1\u5668\u5728\u67d0\u4e9b\u573a\u666f\u4e0b\u53ef\u80fd\u9700\u8981\u8003\u8651\u76f8\u5173\u6cd5\u5f8b\u4e0e\u76d1\u7ba1\u3002<\/li>\n<li><strong>\u6210\u672c\u4e0e\u53ef\u7528\u6027\uff1a<\/strong>\u7f8e\u56fdVPS\u751f\u6001\u6210\u719f\uff0c\u90e8\u5206\u5b9e\u4f8b\u5728\u6210\u672c\u6216GPU\u53ef\u7528\u6027\u4e0a\u6709\u4f18\u52bf\u3002\u4f46\u5bf9\u4e8e\u8ffd\u6c42\u4f4e\u5ef6\u8fdf\u7684\u4e9a\u592a\u4e1a\u52a1\uff0c\u9999\u6e2fVPS\u7684\u7efc\u5408\u65f6\u5ef6\u6210\u672c\u5e38\u66f4\u5177\u6027\u4ef7\u6bd4\u3002<\/li>\n<\/ul>\n<h2>\u4f18\u5316\u5b9e\u8df5\uff1a\u5982\u4f55\u5728\u9999\u6e2fVPS\u4e0a\u5b9e\u73b0\u4f4e\u5ef6\u65f6\u3001\u9ad8\u6027\u80fd\u7684YOLO\u63a8\u7406<\/h2>\n<p>\u4ee5\u4e0b\u662f\u4e00\u4e9b\u5b9e\u6218\u5efa\u8bae\uff0c\u9762\u5411\u9700\u8981\u5728\u751f\u4ea7\u73af\u5883\u4e2d\u90e8\u7f72YOLO\u7684\u5f00\u53d1\u8005\u548c\u8fd0\u7ef4\u56e2\u961f\uff1a<\/p>\n<ul>\n<li><strong>\u9009\u62e9\u5408\u9002\u7684\u5b9e\u4f8b\u89c4\u683c\uff1a<\/strong>\u82e5\u4e1a\u52a1\u8981\u6c42\u6781\u4f4e\u5ef6\u65f6\uff0c\u4f18\u5148\u9009\u62e9\u5e26GPU\u7684\u5b9e\u4f8b\uff08\u5982T4\/A10\u7ea7\u522b\uff09\u3002\u5bf9\u6210\u672c\u654f\u611f\u4f46\u9700\u8981\u8f83\u9ad8\u5355\u5e27\u541e\u5410\u7684\u573a\u666f\uff0c\u53ef\u8003\u8651\u591a\u7ebf\u7a0b\u9ad8\u9891CPU\u5b9e\u4f8b\u914d\u5408OpenVINO\u6216ONNX Runtime\u3002<\/li>\n<li><strong>\u6a21\u578b\u538b\u7f29\u4e0e\u91cf\u5316\uff1a<\/strong>\u5728\u4fdd\u969c\u7cbe\u5ea6\u7684\u524d\u63d0\u4e0b\u91c7\u7528FP16\u6216INT8\u91cf\u5316\uff0c\u663e\u8457\u964d\u4f4e\u63a8\u7406\u65f6\u95f4\u4e0e\u663e\u5b58\u5360\u7528\u3002\u4f7f\u7528\u6821\u51c6\u6570\u636e\u8fdb\u884cINT8\u91cf\u5316\u53ef\u907f\u514d\u7cbe\u5ea6\u5927\u5e45\u4e0b\u964d\u3002<\/li>\n<li><strong>\u5e76\u53d1\u4e0e\u6279\u5904\u7406\u7b56\u7565\uff1a<\/strong>\u5b9e\u65f6\u573a\u666f\u901a\u5e38\u4f18\u5148\u5355\u5e27\u4f4e\u5ef6\u65f6\uff0c\u91c7\u7528\u5c0fbatch\uff08batch=1\uff09\u4e0e\u6d41\u6c34\u7ebf\u5e76\u53d1\uff08\u89e3\u7801\u4e0e\u63a8\u7406\u5e76\u884c\uff09\u6bd4\u5927\u6279\u91cf\u66f4\u80fd\u51cf\u5c0f\u5c3e\u5ef6\u8fdf\u3002<\/li>\n<li><strong>\u7f51\u7edc\u4f18\u5316\uff1a<\/strong>\u542f\u7528TCP-keepalive\u3001\u4f7f\u7528UDP\u6216WebRTC\u8fdb\u884c\u89c6\u9891\u6d41\u4f20\u8f93\uff08\u964d\u4f4eRTT\u4e0e\u6296\u52a8\uff09\uff0c\u5e76\u7ed3\u5408CDN\u6216\u8fb9\u7f18\u8282\u70b9\u505a\u94fe\u8def\u52a0\u901f\u3002<\/li>\n<li><strong>\u76d1\u63a7\u4e0e\u5f39\u6027\u6269\u5c55\uff1a<\/strong>\u901a\u8fc7Prometheus\/Grafana\u76d1\u63a7GPU\u5229\u7528\u7387\u3001\u63a8\u7406\u65f6\u5ef6\u548c\u961f\u5217\u957f\u5ea6\uff0c\u7ed3\u5408\u81ea\u52a8\u4f38\u7f29\u7b56\u7565\u5728\u6d41\u91cf\u9ad8\u5cf0\u65f6\u6269\u5bb9\u5b9e\u4f8b\uff0c\u907f\u514d\u6027\u80fd\u74f6\u9888\u3002<\/li>\n<li><strong>\u5b89\u5168\u4e0e\u955c\u50cf\u7ba1\u7406\uff1a<\/strong>\u4f7f\u7528\u79c1\u6709\u955c\u50cf\u4ed3\u5e93\u4fdd\u5b58\u7ecf\u4f18\u5316\u7684\u63a8\u7406\u955c\u50cf\uff0c\u5e76\u5bf9\u955c\u50cf\u4e0e\u6570\u636e\u4f20\u8f93\u8fdb\u884c\u52a0\u5bc6\uff0c\u4fdd\u8bc1\u751f\u4ea7\u73af\u5883\u5b89\u5168\u3002<\/li>\n<\/ul>\n<h2>\u9009\u8d2d\u5efa\u8bae\uff1a\u5982\u4f55\u6311\u9009\u5408\u9002\u7684\u9999\u6e2fVPS\u4ea7\u54c1<\/h2>\n<p>\u4e3a\u6ee1\u8db3YOLO\u63a8\u7406\u9700\u6c42\uff0c\u9009\u8d2d\u65f6\u5e94\u5173\u6ce8\u5982\u4e0b\u6307\u6807\uff1a<\/p>\n<ul>\n<li>\u662f\u5426\u652f\u6301GPU\u6216GPU\u76f4\u901a\uff08\u5982\u679c\u9700\u8981\u786c\u4ef6\u52a0\u901f\uff09\uff1b<\/li>\n<li>\u5b9e\u4f8b\u7684\u7f51\u7edc\u5e26\u5bbd\u4e0e\u516c\u7f51\u51fa\u53e3\u7ebf\u8def\u8d28\u91cf\uff08\u5f71\u54cd\u4e0e\u91c7\u96c6\u7aef\u7684RTT\uff09\uff1b<\/li>\n<li>\u78c1\u76d8IO\u6027\u80fd\uff08SSD\/NVMe\uff09\uff0c\u7528\u4e8e\u5feb\u901f\u8bfb\u53d6\u89c6\u9891\u6587\u4ef6\u4e0e\u6a21\u578b\u52a0\u8f7d\uff1b<\/li>\n<li>\u662f\u5426\u652f\u6301\u5feb\u901f\u6269\u5bb9\u3001\u5feb\u7167\u5907\u4efd\u4e0e\u79c1\u6709\u955c\u50cf\u5e93\uff0c\u4ee5\u4fbf\u8fd0\u7ef4\u4e0e\u707e\u5907\uff1b<\/li>\n<li>\u6280\u672f\u652f\u6301\u548c\u8fd0\u7ef4\u54cd\u5e94\u65f6\u95f4\uff0c\u5c24\u5176\u662fGPU\u9a71\u52a8\u4e0e\u5bb9\u5668\u5316\u73af\u5883\u51fa\u73b0\u95ee\u9898\u65f6\u3002<\/li>\n<\/ul>\n<p>\u5982\u679c\u4f60\u7684\u4e1a\u52a1\u8986\u76d6\u5168\u7403\u7528\u6237\uff0c\u53ef\u80fd\u9700\u8981\u6df7\u5408\u90e8\u7f72\u7b56\u7565\uff1a\u628a\u5ef6\u8fdf\u654f\u611f\u7684\u63a8\u7406\u653e\u5728\u9999\u6e2fVPS\u6216\u5c31\u8fd1\u8fb9\u7f18\u670d\u52a1\u5668\uff0c\u628a\u975e\u5b9e\u65f6\u7684\u8bad\u7ec3\u6216\u6279\u5904\u7406\u4efb\u52a1\u653e\u5728\u6210\u672c\u8f83\u4f4e\u7684\u7f8e\u56fdVPS\u6216\u7f8e\u56fd\u670d\u52a1\u5668\u4e0a\uff0c\u4ee5\u5e73\u8861\u6210\u672c\u4e0e\u6027\u80fd\u3002<\/p>\n<h2>\u5b9e\u8df5\u793a\u4f8b\uff1a\u5728\u9999\u6e2fVPS\u4e0a\u5feb\u901f\u642d\u5efaYOLO\u63a8\u7406\u670d\u52a1\uff08\u7b80\u8981\u6d41\u7a0b\uff09<\/h2>\n<p>\u4e0b\u9762\u7ed9\u51fa\u4e00\u4e2a\u9ad8\u5c42\u6b21\u7684\u90e8\u7f72\u6d41\u7a0b\uff0c\u9002\u7528\u4e8e\u6709\u4e00\u5b9aDevOps\u7ecf\u9a8c\u7684\u56e2\u961f\uff1a<\/p>\n<ul>\n<li>\u51c6\u5907\u955c\u50cf\uff1a\u57fa\u4e8e\u5408\u9002\u7684CUDA\u4e0ecuDNN\u7248\u672c\u6784\u5efaDocker\u955c\u50cf\uff0c\u5b89\u88c5PyTorch\/ONNX Runtime\u4e0eTensorRT\u3002<\/li>\n<li>\u6a21\u578b\u8f6c\u6362\uff1a\u5c06\u8bad\u7ec3\u597d\u7684YOLO\u6a21\u578b\u5bfc\u51fa\u4e3aONNX\uff0c\u6267\u884cONNX\u7b80\u5316\u4e0eTensorRT\u8f6c\u6362\uff08trtexec\u6216tensorrt-infer\uff09\u5e76\u751f\u6210engine\u6587\u4ef6\u3002<\/li>\n<li>\u670d\u52a1\u5316\u90e8\u7f72\uff1a\u5728Docker\u5bb9\u5668\u4e2d\u8fd0\u884c\u63a8\u7406\u670d\u52a1\uff0c\u66b4\u9732gRPC\/HTTP\u63a5\u53e3\uff1b\u4f7f\u7528\u5f02\u6b65\u961f\u5217\u4e0e\u7ebf\u7a0b\u6c60\u5904\u7406\u89c6\u9891\u5e27\u3002<\/li>\n<li>\u76d1\u63a7\u4e0e\u65e5\u5fd7\uff1a\u63a5\u5165Prometheus\u4e0eGrafana\u91c7\u96c6GPU\u5229\u7528\u7387\u3001\u63a8\u7406\u5ef6\u65f6\u4e0e\u9519\u8bef\u7387\u6307\u6807\uff1b\u8bbe\u7f6e\u544a\u8b66\u7b56\u7565\u3002<\/li>\n<li>\u4f18\u5316\u56de\u8def\uff1a\u6839\u636e\u76d1\u63a7\u6570\u636e\u8c03\u6574batch\u5927\u5c0f\u3001\u5e76\u53d1\u6570\u4e0e\u91cf\u5316\u7b56\u7565\uff0c\u4e0d\u65ad\u8fed\u4ee3\u964d\u4f4e\u5ef6\u65f6\u3002<\/li>\n<\/ul>\n<p><strong>\u603b\u7ed3\uff1a<\/strong>\u5c06YOLO\u5bf9\u8c61\u68c0\u6d4b\u90e8\u7f72\u5728\u9999\u6e2fVPS\u4e0a\uff0c\u5bf9\u4e8e\u9762\u5411\u4e9a\u592a\u5730\u533a\u7684\u5b9e\u65f6\u89c6\u89c9\u5e94\u7528\u6709\u663e\u8457\u4f18\u52bf\uff1a\u66f4\u4f4e\u7684\u7f51\u7edc\u5ef6\u8fdf\u3001\u66f4\u5408\u9002\u7684\u5e26\u5bbd\u4e0e\u533a\u57df\u8fde\u901a\u6027\uff0c\u4ee5\u53ca\u5728GPU\u52a0\u901f\u4e0b\u80fd\u5b9e\u73b0\u66f4\u4f18\u79c0\u7684\u63a8\u7406\u6027\u80fd\u3002\u5728\u6210\u672c\u3001\u5408\u89c4\u548c\u5168\u7403\u8986\u76d6\u8981\u6c42\u5e76\u5b58\u7684\u60c5\u51b5\u4e0b\uff0c\u91c7\u7528\u9999\u6e2fVPS\u4e0e\u7f8e\u56fdVPS\/\u7f8e\u56fd\u670d\u52a1\u5668\u7684\u6df7\u5408\u90e8\u7f72\u7b56\u7565\u4e5f\u662f\u5e38\u89c1\u4e14\u5b9e\u7528\u7684\u65b9\u6848\u3002\u901a\u8fc7\u5408\u7406\u9009\u62e9\u5b9e\u4f8b\u89c4\u683c\u3001\u91c7\u7528TensorRT\/ONNX\u7b49\u4f18\u5316\u5de5\u5177\u3001\u6784\u5efa\u5f02\u6b65\u63a8\u7406\u6d41\u6c34\u7ebf\u5e76\u8fdb\u884c\u6301\u7eed\u76d1\u63a7\uff0c\u4f01\u4e1a\u548c\u5f00\u53d1\u8005\u53ef\u4ee5\u5728\u4fdd\u6301\u9ad8\u51c6\u786e\u7387\u7684\u540c\u65f6\u628a\u7aef\u5230\u7aef\u5ef6\u8fdf\u964d\u5230\u6700\u4f4e\u3002<\/p>\n<p>\u82e5\u9700\u4e86\u89e3\u66f4\u591a\u9999\u6e2fVPS\u4ea7\u54c1\u89c4\u683c\u4e0e\u53ef\u7528\u914d\u7f6e\uff0c\u53ef\u8bbf\u95ee Server.HK \u7684\u9999\u6e2fVPS\u9875\u9762\u67e5\u770b\u8be6\u7ec6\u4fe1\u606f\uff1a<a href=\"https:\/\/www.server.hk\/cloud.php\" target=\"_blank\" rel=\"noopener noreferrer\">https:\/\/www.server.hk\/cloud.php<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u5728\u8fb9\u7f18\u8ba1\u7b97\u548c\u5b9e\u65f6\u89c6\u9891\u5206\u6790\u65e5\u76ca\u666e\u53ca\u7684\u65f6\u4ee3\uff0c\u90e8\u7f72\u73af\u5883\u76f4\u63a5\u51b3\u5b9aYOLO\u63a8\u7406\u7684\u5ef6\u8fdf\u4e0e\u541e\u5410\uff0c\u5bf9\u5b9e\u65f6\u4e1a\u52a1\u5f71\u54cd\u5de8\u5927\u3002\u672c\u6587\u8be6\u5c3d\u89e3\u6790\u9999\u6e2fVPS YOLO\u5bf9\u8c61\u68c0\u6d4b\u7684\u53ef\u884c\u6027\u4e0e\u4f18\u5316\u7b56\u7565\uff0c\u5e76\u4e0e\u7f8e\u56fdVPS\u3001\u9999\u6e2f\/\u7f8e\u56fd\u670d\u52a1\u5668\u90e8\u7f72\u573a\u666f\u5bf9\u6bd4\uff0c\u52a9\u7ad9\u957f\u3001\u4f01\u4e1a\u548c\u5f00\u53d1\u8005\u5feb\u901f\u505a\u51fa\u6700\u4f73\u9009\u578b\u3002<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"closed","ping_status":"","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[4927],"tags":[2331,2333,1647,2329,1100,2332,527,107,603,2330],"class_list":["post-209206","post","type-post","status-publish","format-standard","hentry","category-4927","tag-gpu","tag-vps-ai","tag-yolo","tag-ai","tag-1100","tag-2332","tag-527","tag-vps","tag-603"],"_links":{"self":[{"href":"https:\/\/server.hk\/cnblog\/wp-json\/wp\/v2\/posts\/209206","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/server.hk\/cnblog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/server.hk\/cnblog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/server.hk\/cnblog\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/server.hk\/cnblog\/wp-json\/wp\/v2\/comments?post=209206"}],"version-history":[{"count":1,"href":"https:\/\/server.hk\/cnblog\/wp-json\/wp\/v2\/posts\/209206\/revisions"}],"predecessor-version":[{"id":209207,"href":"https:\/\/server.hk\/cnblog\/wp-json\/wp\/v2\/posts\/209206\/revisions\/209207"}],"wp:attachment":[{"href":"https:\/\/server.hk\/cnblog\/wp-json\/wp\/v2\/media?parent=209206"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/server.hk\/cnblog\/wp-json\/wp\/v2\/categories?post=209206"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/server.hk\/cnblog\/wp-json\/wp\/v2\/tags?post=209206"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}