{"id":208960,"date":"2025-09-30T01:33:49","date_gmt":"2025-09-29T17:33:49","guid":{"rendered":"https:\/\/www.server.hk\/blog\/208960\/"},"modified":"2025-09-30T01:33:50","modified_gmt":"2025-09-29T17:33:50","slug":"vps-140","status":"publish","type":"post","link":"https:\/\/server.hk\/cnblog\/208960\/","title":{"rendered":"\u9999\u6e2fVPS\uff1a\u9ad8\u6027\u80fd\u90e8\u7f72CV\u89c6\u89c9AI\u5b9e\u4f8b\u7684\u9996\u9009\u65b9\u6848"},"content":{"rendered":"<p>\u5728\u8ba1\u7b97\u673a\u89c6\u89c9\uff08Computer Vision, CV\uff09\u4e0e\u89c6\u89c9AI\u9879\u76ee\u4e2d\uff0c\u90e8\u7f72\u73af\u5883\u7684\u9009\u62e9\u76f4\u63a5\u5f71\u54cd\u6a21\u578b\u7684\u63a8\u7406\u901f\u5ea6\u3001\u541e\u5410\u91cf\u4e0e\u7a33\u5b9a\u6027\u3002\u5bf9\u4e8e\u9762\u5411\u4e9a\u592a\u5730\u533a\u548c\u8de8\u56fd\u4e1a\u52a1\u7684\u7ad9\u957f\u3001\u4f01\u4e1a\u7528\u6237\u4e0e\u5f00\u53d1\u8005\u6765\u8bf4\uff0c<strong>\u9999\u6e2fVPS<\/strong>\u4ee5\u5176\u4f4e\u5ef6\u8fdf\u7684\u7f51\u7edc\u8282\u70b9\u3001\u4f18\u826f\u7684\u5e26\u5bbd\u4e0e\u7075\u6d3b\u7684\u89c4\u683c\u914d\u7f6e\uff0c\u6210\u4e3a\u9ad8\u6027\u80fd\u90e8\u7f72CV\u5b9e\u4f8b\u7684\u9996\u9009\u65b9\u6848\u4e4b\u4e00\u3002\u672c\u6587\u5c06\u6df1\u5165\u8ba8\u8bba\u89c6\u89c9AI\u90e8\u7f72\u7684\u539f\u7406\u3001\u5178\u578b\u5e94\u7528\u573a\u666f\u3001\u4e0e\u7f8e\u56fdVPS\/\u7f8e\u56fd\u670d\u52a1\u5668\u7b49\u65b9\u6848\u7684\u5bf9\u6bd4\uff0c\u4ee5\u53ca\u5b9e\u9645\u9009\u8d2d\u4e0e\u4f18\u5316\u5efa\u8bae\uff0c\u5e2e\u52a9\u4f60\u5728Server.HK\u5e73\u53f0\u4e0a\u6784\u5efa\u66f4\u5177\u7ade\u4e89\u529b\u7684\u89c6\u89c9AI\u670d\u52a1\u3002<\/p>\n<h2>\u89c6\u89c9AI\u90e8\u7f72\u7684\u57fa\u672c\u539f\u7406\u4e0e\u5173\u952e\u73af\u8282<\/h2>\n<p>\u89c6\u89c9AI\u90e8\u7f72\u4e3b\u8981\u6d89\u53ca\u6a21\u578b\u8bad\u7ec3\u540e\u7684\u63a8\u7406\u670d\u52a1\u5316\u3001\u786c\u4ef6\u52a0\u901f\u3001\u5e76\u53d1\u8c03\u5ea6\u4e0e\u7f51\u7edc\u4f20\u8f93\u56db\u4e2a\u5173\u952e\u73af\u8282\uff1a<\/p>\n<ul>\n<li><strong>\u6a21\u578b\u683c\u5f0f\u4e0e\u63a8\u7406\u5f15\u64ce<\/strong>\uff1a\u901a\u5e38\u628a\u8bad\u7ec3\u5f97\u5230\u7684PyTorch\/TF\u6a21\u578b\u5bfc\u51fa\u4e3aONNX\u6216TorchScript\uff0c\u518d\u7ed3\u5408TensorRT\u3001OpenVINO\u6216NVIDIA Triton\u7b49\u63a8\u7406\u5f15\u64ce\u8fdb\u884c\u4f18\u5316\uff0c\u4ee5\u5b9e\u73b0\u4f4e\u5ef6\u8fdf\u548c\u9ad8\u541e\u5410\u3002<\/li>\n<li><strong>\u786c\u4ef6\u52a0\u901f<\/strong>\uff1aGPU\uff08\u5982NVIDIA T4\u3001A10\u3001A100\uff09\u662f\u89c6\u89c9AI\u63a8\u7406\u7684\u9996\u9009\uff0c\u652f\u6301FP16\/INT8\u91cf\u5316\u4e0eCUDA\u5e76\u884c\u8ba1\u7b97\uff0c\u5fc5\u8981\u65f6\u53ef\u7ed3\u5408CPU\u8fdb\u884c\u9884\u5904\u7406\u4e0e\u540e\u5904\u7406\u3002<\/li>\n<li><strong>\u5bb9\u5668\u5316\u4e0e\u5f39\u6027\u4f38\u7f29<\/strong>\uff1a\u4f7f\u7528Docker\/Kubernetes\u8fdb\u884c\u90e8\u7f72\uff0c\u914d\u5408\u6c34\u5e73\u6269\u7f29\uff08HPA\uff09\u548c\u8d1f\u8f7d\u5747\u8861\uff0c\u53ef\u4ee5\u5728\u8bf7\u6c42\u6fc0\u589e\u65f6\u7ef4\u6301\u7a33\u5b9a\u670d\u52a1\u3002<\/li>\n<li><strong>\u6570\u636e\u4e0e\u7f51\u7edc\u4f20\u8f93<\/strong>\uff1a\u56fe\u50cf\u4e0e\u89c6\u9891\u8f93\u5165\u5bf9\u5e26\u5bbd\u548c\u5ef6\u8fdf\u654f\u611f\u3002\u90e8\u7f72\u5730\u70b9\u9760\u8fd1\u7528\u6237\uff08\u5982\u9999\u6e2f\u9762\u5411\u4e1c\u5357\u4e9a\/\u4e2d\u56fd\u5927\u9646\u7528\u6237\uff09\u80fd\u663e\u8457\u964d\u4f4e\u7aef\u5230\u7aef\u54cd\u5e94\u65f6\u5ef6\u3002<\/li>\n<\/ul>\n<h3>\u63a8\u7406\u4f18\u5316\u7684\u5e38\u89c1\u6280\u672f\u7ec6\u8282<\/h3>\n<ul>\n<li>FP16\u6216INT8\u91cf\u5316\uff1a\u901a\u8fc7\u534a\u7cbe\u5ea6\u6216\u6574\u6570\u91cf\u5316\u964d\u4f4e\u663e\u5b58\u5360\u7528\u4e0e\u8ba1\u7b97\u5ef6\u8fdf\uff0c\u9700\u4fdd\u8bc1\u7cbe\u5ea6\u635f\u5931\u5728\u53ef\u63a5\u53d7\u8303\u56f4\u5185\u3002<\/li>\n<li>\u6279\u5904\u7406\uff08Batching\uff09\u7b56\u7565\uff1a\u4e3a\u63d0\u9ad8GPU\u5229\u7528\u7387\uff0c\u5728\u5ef6\u8fdf\u5bb9\u5fcd\u8303\u56f4\u5185\u5408\u5e76\u8bf7\u6c42\uff1b\u5bf9\u4e8e\u5b9e\u65f6\u89c6\u9891\u5206\u6790\uff0c\u5e38\u7ed3\u5408\u52a8\u6001\u6279\u5904\u7406\u3002<\/li>\n<li>\u6a21\u578b\u526a\u679d\u4e0e\u84b8\u998f\uff1a\u901a\u8fc7\u6a21\u578b\u538b\u7f29\u51cf\u5c11\u53c2\u6570\u4e0e\u8ba1\u7b97\u91cf\uff0c\u9002\u5408\u5728\u5c0f\u578bVPS\u6216\u65e0\u5f3aGPU\u8282\u70b9\u4e0a\u90e8\u7f72\u8f7b\u91cf\u7ea7\u63a8\u7406\u3002<\/li>\n<li>\u5f02\u6b65\u9884\u5904\u7406\/\u540e\u5904\u7406\uff1a\u5c06\u56fe\u50cf\u89e3\u7801\u3001\u7f29\u653e\u7b49\u64cd\u4f5c\u653e\u5728CPU\u4e0a\u5e76\u5f02\u6b65\u5904\u7406\uff0c\u907f\u514d\u963b\u585eGPU\u63a8\u7406\u3002<\/li>\n<li>\u4f7f\u7528GPU\u76f4\u901a\uff08PCIe Passthrough\uff09\u4e0eRDMA\uff1a\u5728\u865a\u62df\u5316\u73af\u5883\u4e2d\u964d\u4f4eI\/O\u5f00\u9500\uff0c\u63d0\u5347\u541e\u5410\u4e0e\u7a33\u5b9a\u6027\u3002<\/li>\n<\/ul>\n<h2>\u5178\u578b\u5e94\u7528\u573a\u666f\u4e0e\u67b6\u6784\u793a\u4f8b<\/h2>\n<p>\u89c6\u89c9AI\u6db5\u76d6\u591a\u79cd\u5e94\u7528\uff0c\u6bcf\u79cd\u573a\u666f\u5bf9\u90e8\u7f72\u8d44\u6e90\u6709\u4e0d\u540c\u4fa7\u91cd\uff1a<\/p>\n<h3>\u5b9e\u65f6\u89c6\u9891\u5206\u6790\uff08\u5b89\u9632\/\u4ea4\u901a\/\u96f6\u552e\uff09<\/h3>\n<ul>\n<li>\u7279\u70b9\uff1a\u4f4e\u5ef6\u8fdf\u3001\u7a33\u5b9a\u5e76\u53d1\u3001\u957f\u8fde\u63a5\u6444\u50cf\u5934\u8f93\u5165\u3002<\/li>\n<li>\u63a8\u8350\u67b6\u6784\uff1a\u8fb9\u7f18\u91c7\u96c6\u8282\u70b9\u2192\u9999\u6e2fVPS\u505a\u9884\u5904\u7406\u4e0e\u6a21\u578b\u63a8\u7406\uff08GPU\u5b9e\u4f8b\uff09\u2192\u6d88\u606f\u961f\u5217\uff08Kafka\/RabbitMQ\uff09\u2192\u4e2d\u5fc3\u670d\u52a1\u505a\u805a\u5408\u4e0e\u544a\u8b66\u3002<\/li>\n<\/ul>\n<h3>\u6279\u91cf\u56fe\u50cf\u5904\u7406\uff08\u7535\u5546\/\u56fe\u50cf\u68c0\u7d22\uff09<\/h3>\n<ul>\n<li>\u7279\u70b9\uff1a\u541e\u5410\u4f18\u5148\u3001\u53ef\u4ee5\u5bb9\u9519\u5ef6\u8fdf\u3001\u9700\u8981\u9ad8IO\u541e\u5410\u3002<\/li>\n<li>\u63a8\u8350\u67b6\u6784\uff1a\u5206\u5e03\u5f0f\u4efb\u52a1\u8c03\u5ea6\uff08Celery\/LSF\uff09\u2192\u591a\u5b9e\u4f8b\u5e76\u884c\u63a8\u7406\uff08GPU\u6216\u9ad8\u9891CPU\uff09\u2192\u7ed3\u679c\u5199\u5165\u5bf9\u8c61\u5b58\u50a8\uff08S3\u517c\u5bb9\uff09\u3002<\/li>\n<\/ul>\n<h3>\u63a8\u7406\u5373\u670d\u52a1\uff08Model as a Service\uff09<\/h3>\n<ul>\n<li>\u7279\u70b9\uff1a\u591a\u79df\u6237\u3001API\u5316\u3001\u6309\u9700\u4f38\u7f29\u3002<\/li>\n<li>\u63a8\u8350\u67b6\u6784\uff1aKubernetes + GPU\u8282\u70b9\u6c60 + NVIDIA device plugin + Triton Inference Server\uff0c\u914d\u5408Prometheus\/Grafana\u76d1\u63a7\u3002<\/li>\n<\/ul>\n<h2>\u9999\u6e2fVPS\u4e0e\u7f8e\u56fdVPS\/\u7f8e\u56fd\u670d\u52a1\u5668\u7684\u4f18\u52bf\u5bf9\u6bd4<\/h2>\n<p>\u5728\u9009\u62e9\u90e8\u7f72\u5730\u70b9\u65f6\uff0c\u901a\u5e38\u5728\u9999\u6e2fVPS\u3001\u7f8e\u56fdVPS\u4e0e\u9999\u6e2f\u670d\u52a1\u5668\/\u7f8e\u56fd\u670d\u52a1\u5668\u4e4b\u95f4\u6743\u8861\u3002\u4ee5\u4e0b\u4ece\u7f51\u7edc\u3001\u6210\u672c\u3001\u5408\u89c4\u4e0e\u6027\u80fd\u7ec4\u5408\u89d2\u5ea6\u6bd4\u8f83\uff1a<\/p>\n<h3>\u7f51\u7edc\u4e0e\u5ef6\u8fdf<\/h3>\n<ul>\n<li>\u9999\u6e2fVPS\uff1a\u5bf9\u4e9a\u592a\u7528\u6237\uff08\u4e2d\u56fd\u5185\u5730\u3001\u4e1c\u5357\u4e9a\u3001\u65e5\u672c\u3001\u97e9\u56fd\uff09\u5177\u5907\u663e\u8457\u7684\u7f51\u7edc\u4f18\u52bf\uff0c<strong>\u5ef6\u8fdf\u4f4e\u3001\u4e22\u5305\u7387\u4f4e<\/strong>\uff0c\u975e\u5e38\u9002\u5408\u5b9e\u65f6\u89c6\u9891\u6216\u5728\u7ebf\u63a8\u7406\u573a\u666f\u3002<\/li>\n<li>\u7f8e\u56fdVPS\/\u7f8e\u56fd\u670d\u52a1\u5668\uff1a\u5bf9\u6b27\u7f8e\u7528\u6237\u66f4\u4f18\uff0c\u4f46\u5411\u4e9a\u592a\u4f20\u8f93\u4f1a\u589e\u52a0\u8de8\u6d0b\u5ef6\u8fdf\uff0c\u5bf9\u4e8e\u5bf9\u65f6\u95f4\u654f\u611f\u7684CV\u5e94\u7528\u4e0d\u591f\u7406\u60f3\u3002<\/li>\n<\/ul>\n<h3>\u5e26\u5bbd\u4e0e\u94fe\u8def\u8d28\u91cf<\/h3>\n<ul>\n<li>\u9999\u6e2f\u670d\u52a1\u5668\u63d0\u4f9b\u7684\u56fd\u9645\u51fa\u53e3\u5e26\u5bbd\u901a\u5e38\u66f4\u7075\u6d3b\uff0c\u9002\u5408\u89c6\u9891\u4e0a\u884c\u4e0e\u6a21\u578b\u66f4\u65b0\u9891\u7e41\u7684\u4e1a\u52a1\u3002<\/li>\n<li>\u7f8e\u56fdVPS\u5728\u5e26\u5bbd\u5cf0\u503c\u4e0e\u4ef7\u683c\u4e0a\u6709\u4f18\u52bf\uff0c\u4f46\u9700\u8981\u8003\u8651\u8de8\u5883\u4f20\u8f93\u6210\u672c\u4e0e\u65f6\u5ef6\u3002<\/li>\n<\/ul>\n<h3>\u5408\u89c4\u4e0e\u6570\u636e\u4e3b\u6743<\/h3>\n<ul>\n<li>\u82e5\u9700\u9762\u5411\u4e2d\u56fd\u5185\u5730\u7528\u6237\u63d0\u4f9b\u670d\u52a1\uff0c\u9999\u6e2fVPS\u80fd\u5728\u5408\u89c4\u4e0e\u8bbf\u95ee\u4fbf\u5229\u6027\u4e4b\u95f4\u53d6\u5f97\u66f4\u597d\u5e73\u8861\u3002<\/li>\n<li>\u7f8e\u56fd\u670d\u52a1\u5668\u5728\u67d0\u4e9b\u884c\u4e1a\u5408\u89c4\uff08\u5982HIPAA\uff09\u65b9\u9762\u66f4\u5177\u4f18\u52bf\uff0c\u4f46\u4f1a\u5f15\u5165\u66f4\u590d\u6742\u7684\u8de8\u5883\u6570\u636e\u6cbb\u7406\u9700\u6c42\u3002<\/li>\n<\/ul>\n<h3>\u6210\u672c\u4e0e\u6269\u5c55\u6027<\/h3>\n<ul>\n<li>\u9999\u6e2fVPS\u901a\u5e38\u5728\u8ba1\u8d39\u7075\u6d3b\u6027\u3001\u6309\u9700\u6269\u5bb9\u65b9\u9762\u66f4\u5177\u4f18\u52bf\uff0c\u9002\u5408\u8bd5\u9a8c\u4e0e\u4e2d\u5c0f\u578b\u56e2\u961f\u5feb\u901f\u8fed\u4ee3\u3002<\/li>\n<li>\u7f8e\u56fdVPS\/\u7f8e\u56fd\u670d\u52a1\u5668\u5728\u89c4\u6a21\u5316\u90e8\u7f72\u4e0e\u957f\u671f\u5408\u7ea6\u4e0a\u53ef\u80fd\u66f4\u5177\u6210\u672c\u6548\u76ca\uff0c\u4f46\u4f1a\u727a\u7272\u63a5\u5165\u5ef6\u8fdf\u3002<\/li>\n<\/ul>\n<h2>\u5b9e\u6218\u9009\u8d2d\u4e0e\u90e8\u7f72\u5efa\u8bae\uff08\u9762\u5411\u5f00\u53d1\u8005\u4e0e\u8fd0\u7ef4\uff09<\/h2>\n<p>\u4ee5\u4e0b\u5efa\u8bae\u57fa\u4e8e\u5b9e\u9645\u90e8\u7f72\u89c6\u89c9AI\u7684\u5e38\u89c1\u9700\u6c42\u4e0e\u6027\u80fd\u74f6\u9888\uff0c\u5e2e\u52a9\u9009\u62e9\u5408\u9002\u7684\u9999\u6e2fVPS\u914d\u7f6e\u5e76\u5b8c\u6210\u4f18\u5316\uff1a<\/p>\n<h3>\u786c\u4ef6\u4e0e\u89c4\u683c\u9009\u62e9<\/h3>\n<ul>\n<li>GPU\uff1a\u4f18\u5148\u9009\u62e9\u652f\u6301TensorRT\u7684NVIDIA\u7cfb\u5217\uff08\u5982T4\u3001A10\u3001A100\uff09\u3002\u5c0f\u578b\u670d\u52a1\u53ef\u9009T4\u4ee5\u5e73\u8861\u529f\u8017\u4e0e\u6027\u80fd\u3002<\/li>\n<li>CPU\uff1a\u9009\u62e9\u9ad8\u4e3b\u9891\u591a\u6838CPU\u4ee5\u5904\u7406\u56fe\u50cf\u9884\u5904\u7406\u4e0e\u7f51\u7edcIO\uff08\u81f3\u5c114-8\u6838\u8d77\u6b65\uff09\u3002<\/li>\n<li>\u5185\u5b58\uff1a\u6839\u636e\u6a21\u578b\u5927\u5c0f\u8bbe\u7f6e\uff0c\u63a8\u835016GB\u4ee5\u4e0a\uff1b\u5927\u578b\u6a21\u578b\uff08\u5982YOLOv8\u3001\u5927\u578btransformer\uff09\u5efa\u8bae32GB\u4ee5\u4e0a\u3002<\/li>\n<li>\u5b58\u50a8\uff1a\u4f7f\u7528NVMe SSD\u4ee5\u51cf\u5c11\u6a21\u578b\u52a0\u8f7d\u4e0e\u6570\u636e\u8bfb\u5199\u5ef6\u8fdf\uff0c\u65e5\u5fd7\u4e0e\u4e34\u65f6\u6587\u4ef6\u5206\u533a\u5355\u72ec\u8bbe\u7f6e\u3002<\/li>\n<li>\u7f51\u7edc\uff1a\u4f18\u9009\u5e26\u5bbd\u4fdd\u8bc1\u4e0e\u4f4e\u5ef6\u8fdf\u94fe\u8def\uff0c\u8003\u8651BGP\u591a\u7ebf\u6216\u4e13\u7ebf\u63a5\u5165\u4ee5\u63d0\u9ad8\u7a33\u5b9a\u6027\u3002<\/li>\n<\/ul>\n<h3>\u8f6f\u4ef6\u6808\u4e0e\u90e8\u7f72\u6d41\u7a0b<\/h3>\n<ul>\n<li>\u64cd\u4f5c\u7cfb\u7edf\uff1aUbuntu 20.04\/22.04\u4e3a\u4e3b\u6d41\u9009\u62e9\uff0c\u517c\u5bb9\u6027\u597d\u3002<\/li>\n<li>\u9a71\u52a8\u4e0e\u5e93\uff1a\u5b89\u88c5\u5339\u914dCUDA\u3001cuDNN\u7248\u672c\uff0c\u4f7f\u7528NVIDIA\u9a71\u52a8\u4e0envidia-docker\u652f\u6301GPU\u5bb9\u5668\u5316\u3002<\/li>\n<li>\u5bb9\u5668\u4e0e\u7f16\u6392\uff1aDocker + Kubernetes\uff08\u6216Docker Compose\u7b80\u5355\u573a\u666f\uff09\uff0c\u4f7f\u7528NVIDIA device plugin\u7ba1\u7406GPU\u5206\u914d\u3002<\/li>\n<li>\u63a8\u7406\u6846\u67b6\uff1aTriton\u6216TorchServe\u4f5c\u4e3a\u670d\u52a1\u5316\u63a8\u7406\u89e3\u51b3\u65b9\u6848\uff0c\u7ed3\u5408Prometheus\u76d1\u63a7\u5ef6\u8fdf\u3001QPS\u4e0eGPU\u5229\u7528\u7387\u3002<\/li>\n<li>CI\/CD\uff1a\u901a\u8fc7\u955c\u50cf\u4ed3\u5e93\u4e0e\u81ea\u52a8\u90e8\u7f72\u6d41\u6c34\u7ebf\uff08GitLab CI\/GitHub Actions\uff09\u5feb\u901f\u53d1\u5e03\u6a21\u578b\u4e0e\u4ee3\u7801\u3002<\/li>\n<\/ul>\n<h3>\u6027\u80fd\u6d4b\u8bd5\u4e0e\u76d1\u63a7\u5173\u952e\u70b9<\/h3>\n<ul>\n<li>\u57fa\u51c6\u6d4b\u8bd5\uff1a\u4f7f\u7528load testing\u5de5\u5177\uff08wrk\u3001ab\uff09\u4e0e\u81ea\u5b9a\u4e49\u811a\u672c\u6d4b\u91cf\u5e73\u5747\u5ef6\u8fdf\u3001P95\/P99\u4e0e\u541e\u5410\u3002<\/li>\n<li>\u76d1\u63a7\u6307\u6807\uff1aGPU\u5229\u7528\u7387\u3001\u663e\u5b58\u5360\u7528\u3001CPU\u8d1f\u8f7d\u3001\u7f51\u7edc\u5e26\u5bbd\u3001\u7cfb\u7edf\u8d1f\u8f7d\u3001\u9519\u8bef\u7387\u3002<\/li>\n<li>\u4f18\u5316\u7b56\u7565\uff1a\u6839\u636e\u76d1\u63a7\u7ed3\u679c\u8c03\u6574batch size\u3001\u5e76\u53d1\u6570\u91cf\u3001\u6a21\u578b\u91cf\u5316\u7ea7\u522b\u4e0e\u526f\u672c\u6570\u3002<\/li>\n<\/ul>\n<h2>\u603b\u7ed3\uff1a\u4e3a\u4f55\u628a\u9999\u6e2fVPS\u4f5c\u4e3a\u89c6\u89c9AI\u90e8\u7f72\u9996\u9009<\/h2>\n<p>\u603b\u4e4b\uff0c\u9762\u5bf9\u9762\u5411\u4e9a\u592a\u7528\u6237\u7684\u89c6\u89c9AI\u670d\u52a1\uff0c\u9999\u6e2fVPS\u51ed\u501f<strong>\u4f4e\u5ef6\u8fdf\u7684\u5730\u7406\u4f18\u52bf\u3001\u4f18\u826f\u7684\u56fd\u9645\u5e26\u5bbd\u4e0e\u7075\u6d3b\u7684\u914d\u7f6e\u9009\u9879<\/strong>\uff0c\u5728\u5b9e\u65f6\u89c6\u9891\u5206\u6790\u3001API\u5316\u63a8\u7406\u4ee5\u53ca\u8de8\u5883\u670d\u52a1\u4e2d\u5c55\u73b0\u51fa\u660e\u663e\u4f18\u52bf\u3002\u76f8\u6bd4\u4e4b\u4e0b\uff0c\u867d\u7136\u7f8e\u56fdVPS\/\u7f8e\u56fd\u670d\u52a1\u5668\u5728\u9762\u5411\u6b27\u7f8e\u7528\u6237\u6216\u7279\u5b9a\u5408\u89c4\u573a\u666f\u65f6\u6709\u5176\u4ef7\u503c\uff0c\u4f46\u82e5\u76ee\u6807\u7528\u6237\u96c6\u4e2d\u5728\u4e9a\u6d32\u5e02\u573a\uff0c\u9999\u6e2f\u670d\u52a1\u5668\u6216\u9999\u6e2fVPS\u80fd\u663e\u8457\u63d0\u5347\u7528\u6237\u4f53\u9a8c\u5e76\u964d\u4f4e\u8fd0\u7ef4\u590d\u6742\u5ea6\u3002<\/p>\n<p>\u5982\u679c\u4f60\u6b63\u5728\u8bc4\u4f30\u90e8\u7f72\u89c6\u89c9AI\u7684\u865a\u62df\u4e3b\u673a\u6216GPU\u5b9e\u4f8b\uff0c\u53ef\u4ee5\u53c2\u8003Server.HK\u63d0\u4f9b\u7684\u5404\u7c7b\u9999\u6e2fVPS\u914d\u7f6e\uff0c\u6309\u9700\u9009\u62e9GPU\u3001CPU\u4e0e\u5e26\u5bbd\u7ec4\u5408\uff0c\u5feb\u901f\u642d\u5efa\u5e76\u4f18\u5316\u4f60\u7684CV\u63a8\u7406\u670d\u52a1\u3002\u4e86\u89e3\u5177\u4f53\u4ea7\u54c1\u4e0e\u914d\u7f6e\uff0c\u8bf7\u8bbf\u95ee\uff1a<a href=\"https:\/\/www.server.hk\/cloud.php\">\u9999\u6e2fVPS<\/a>\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u5728\u9762\u5411\u4e9a\u592a\u4e0e\u8de8\u56fd\u7528\u6237\u7684\u89c6\u89c9AI\u9879\u76ee\u4e2d\uff0c\u9999\u6e2fVPS \u90e8\u7f72\u4ee5\u4f4e\u5ef6\u8fdf\u3001\u4f18\u826f\u5e26\u5bbd\u4e0e\u7075\u6d3b\u89c4\u683c\uff0c\u6210\u4e3a\u9ad8\u6027\u80fdCV\u5b9e\u4f8b\u7684\u7406\u60f3\u4e4b\u9009\u3002\u672c\u6587\u5c06\u4ece\u90e8\u7f72\u539f\u7406\u3001\u5178\u578b\u573a\u666f\u5230\u9009\u8d2d\u4e0e\u4f18\u5316\u5efa\u8bae\uff0c\u5e2e\u4f60\u5728Server.HK\u4e0a\u5feb\u901f\u642d\u5efa\u66f4\u5feb\u3001\u66f4\u7a33\u7684\u89c6\u89c9AI\u670d\u52a1\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":[1292,1694,805,125,1693,1691,1692,1695,107,108],"class_list":{"0":"post-208960","1":"post","2":"type-post","3":"status-publish","4":"format-standard","5":"hentry","6":"category-4927","7":"tag-gpu-vps","8":"tag-server-hk","9":"tag-vps","10":"tag-125","11":"tag-1693","12":"tag-ai","13":"tag-1692","14":"tag-1695","16":"tag-108"},"_links":{"self":[{"href":"https:\/\/server.hk\/cnblog\/wp-json\/wp\/v2\/posts\/208960","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=208960"}],"version-history":[{"count":1,"href":"https:\/\/server.hk\/cnblog\/wp-json\/wp\/v2\/posts\/208960\/revisions"}],"predecessor-version":[{"id":208961,"href":"https:\/\/server.hk\/cnblog\/wp-json\/wp\/v2\/posts\/208960\/revisions\/208961"}],"wp:attachment":[{"href":"https:\/\/server.hk\/cnblog\/wp-json\/wp\/v2\/media?parent=208960"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/server.hk\/cnblog\/wp-json\/wp\/v2\/categories?post=208960"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/server.hk\/cnblog\/wp-json\/wp\/v2\/tags?post=208960"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}