{"id":208514,"date":"2025-09-29T18:30:08","date_gmt":"2025-09-29T10:30:08","guid":{"rendered":"https:\/\/www.server.hk\/blog\/208514\/"},"modified":"2025-09-29T18:30:09","modified_gmt":"2025-09-29T10:30:09","slug":"gpu-vps","status":"publish","type":"post","link":"https:\/\/server.hk\/cnblog\/208514\/","title":{"rendered":"\u9999\u6e2fVPS\u652f\u6301GPU\u52a0\u901f\uff0c\u4e3aAI\u8bad\u7ec3\u4e0e\u63a8\u7406\u5e26\u6765\u6781\u901f\u4f53\u9a8c"},"content":{"rendered":"<p>\u968f\u7740\u4eba\u5de5\u667a\u80fd\u6a21\u578b\u89c4\u6a21\u548c\u63a8\u7406\u9700\u6c42\u5feb\u901f\u589e\u957f\uff0c\u4f20\u7edf\u7684CPU\u67b6\u6784\u5df2\u96be\u4ee5\u6ee1\u8db3\u8bad\u7ec3\u4e0e\u5b9e\u65f6\u63a8\u7406\u7684\u6027\u80fd\u8981\u6c42\u3002\u5c06GPU\u52a0\u901f\u80fd\u529b\u96c6\u6210\u5230\u9999\u6e2fVPS\u4e2d\uff0c\u4e3a\u5f00\u53d1\u8005\u548c\u4f01\u4e1a\u63d0\u4f9b\u4e86\u5728\u4e9a\u592a\u8282\u70b9\u8fdb\u884cAI\u8bad\u7ec3\u4e0e\u63a8\u7406\u7684<strong>\u4f4e\u5ef6\u8fdf\u3001\u9ad8\u541e\u5410<\/strong>\u89e3\u51b3\u65b9\u6848\u3002\u672c\u6587\u4ece\u6280\u672f\u539f\u7406\u3001\u5178\u578b\u5e94\u7528\u573a\u666f\u3001\u4e0e\u5176\u4ed6\u8282\u70b9\uff08\u4f8b\u5982\u7f8e\u56fdVPS\u3001\u7f8e\u56fd\u670d\u52a1\u5668\uff09\u7684\u4f18\u52bf\u5bf9\u6bd4\uff0c\u4ee5\u53ca\u9009\u8d2d\u5efa\u8bae\u7b49\u65b9\u9762\u8fdb\u884c\u6df1\u5165\u89e3\u6790\uff0c\u5e2e\u52a9\u7ad9\u957f\u3001\u4f01\u4e1a\u7528\u6237\u4e0e\u5f00\u53d1\u8005\u66f4\u597d\u5730\u8bc4\u4f30\u548c\u90e8\u7f72GPU\u52a0\u901f\u7684VPS\u670d\u52a1\u3002<\/p>\n<h2>GPU\u52a0\u901fVPS\u7684\u6280\u672f\u539f\u7406<\/h2>\n<p>GPU\u4e4b\u6240\u4ee5\u5728\u6df1\u5ea6\u5b66\u4e60\u4e2d\u8868\u73b0\u5353\u8d8a\uff0c\u6e90\u4e8e\u5176\u9ad8\u5ea6\u5e76\u884c\u7684\u8fd0\u7b97\u5355\u5143\u548c\u5927\u89c4\u6a21\u7684\u5185\u5b58\u5e26\u5bbd\u3002\u628aGPU\u80fd\u529b\u5f15\u5165VPS\u73af\u5883\uff0c\u901a\u5e38\u6d89\u53ca\u4ee5\u4e0b\u51e0\u7c7b\u5b9e\u73b0\u65b9\u5f0f\uff1a<\/p>\n<h3>\u7269\u7406\u76f4\u901a\uff08PCIe Passthrough\uff09<\/h3>\n<ul>\n<li>\u901a\u8fc7\u865a\u62df\u5316\u5e73\u53f0\uff08\u5982KVM + VFIO\uff09\u5c06\u7269\u7406GPU\u76f4\u63a5\u6620\u5c04\u5230\u5355\u4e2a\u865a\u62df\u673a\uff0c\u4f7f\u8be5VM\u76f4\u63a5\u63a7\u5236GPU\u8d44\u6e90\u3002<\/li>\n<li>\u4f18\u52bf\uff1a\u51e0\u4e4e\u539f\u751f\u7684\u6027\u80fd\u3001\u5168\u529f\u80fd\u9a71\u52a8\u652f\u6301\uff08CUDA\u3001cuDNN\u7b49\uff09\u3001\u9002\u5408\u8bad\u7ec3\u5927\u6a21\u578b\u3002<\/li>\n<li>\u7f3a\u70b9\uff1a\u5355\u5361\u72ec\u5360\uff0c\u8d44\u6e90\u5f39\u6027\u8f83\u5f31\uff0c\u8fc1\u79fb\u548c\u5feb\u7167\u64cd\u4f5c\u53d7\u9650\u3002<\/li>\n<\/ul>\n<h3>GPU\u865a\u62df\u5316\uff08vGPU\uff09<\/h3>\n<ul>\n<li>\u901a\u8fc7\u5382\u5546\uff08\u5982NVIDIA GRID\uff09\u5c06\u4e00\u5f20\u7269\u7406GPU\u5207\u5206\u6210\u591a\u4e2a\u865a\u62dfGPU\u4f9b\u591a\u4e2aVM\u5171\u4eab\u3002<\/li>\n<li>\u4f18\u52bf\uff1a\u8d44\u6e90\u5229\u7528\u7387\u9ad8\u3001\u652f\u6301\u591a\u79df\u6237\u3001\u5b89\u5168\u6027\u4e0e\u5f39\u6027\u8f83\u597d\u3002<\/li>\n<li>\u7f3a\u70b9\uff1a\u6bcf\u4e2avGPU\u7684\u6027\u80fd\u4f4e\u4e8e\u76f4\u901a\uff0c\u4e14\u67d0\u4e9b\u9ad8\u7ea7\u529f\u80fd\u53ef\u80fd\u53d7\u9650\u3002<\/li>\n<\/ul>\n<h3>\u5bb9\u5668\u5316\u4e0e\u8bbe\u5907\u5171\u4eab<\/h3>\n<ul>\n<li>\u5728\u5bbf\u4e3b\u673a\u4e0a\u8fd0\u884cGPU\u9a71\u52a8\uff0c\u4f7f\u7528Docker + nvidia-docker\u63d2\u4ef6\u5c06GPU\u8d44\u6e90\u66b4\u9732\u7ed9\u5bb9\u5668\uff0c\u9002\u5408\u5fae\u670d\u52a1\u5316\u7684\u63a8\u7406\u90e8\u7f72\u3002<\/li>\n<li>\u4f18\u52bf\uff1a\u90e8\u7f72\u8f7b\u91cf\u3001\u81ea\u52a8\u5316\u53cb\u597d\uff0c\u4e0eKubernetes\u96c6\u6210\u53ef\u5b9e\u73b0\u5f39\u6027\u4f38\u7f29\u3002<\/li>\n<\/ul>\n<h3>\u591a\u5361\u4e92\u8054\u4e0e\u9ad8\u901f\u4e92\u8fde<\/h3>\n<ul>\n<li>\u5bf9\u4e8e\u5206\u5e03\u5f0f\u8bad\u7ec3\uff0c\u4f7f\u7528NVLink\u3001PCIe Gen4\/5\u7b49\u9ad8\u901f\u4e92\u8fde\u6216RDMA\u7f51\u7edc\uff08Infiniband\/ RoCE\uff09\u80fd\u663e\u8457\u964d\u4f4e\u8de8\u5361\u901a\u4fe1\u5ef6\u8fdf\uff0c\u63d0\u5347\u89c4\u6a21\u5316\u8bad\u7ec3\u6548\u7387\u3002<\/li>\n<\/ul>\n<p>\u5728\u64cd\u4f5c\u7cfb\u7edf\u548c\u8f6f\u4ef6\u6808\u65b9\u9762\uff0c\u9700\u914d\u5408\u5408\u9002\u7684GPU\u9a71\u52a8\uff08NVIDIA Driver\uff09\u3001CUDA Toolkit\u3001cuDNN\u4ee5\u53ca\u6df1\u5ea6\u5b66\u4e60\u6846\u67b6\uff08TensorFlow\u3001PyTorch\u7b49\uff09\u3002\u5728\u63a8\u7406\u73af\u8282\uff0c\u5e38\u7528\u52a0\u901f\u5e93\u5305\u62ecTensorRT\u3001ONNX Runtime\u4ee5\u53ca\u9488\u5bf9ARM\/INT8\u4f18\u5316\u7684\u91cf\u5316\u5de5\u5177\u3002<\/p>\n<h2>\u5178\u578b\u5e94\u7528\u573a\u666f\u4e0e\u5b9e\u6218\u8981\u70b9<\/h2>\n<h3>\u6a21\u578b\u8bad\u7ec3\uff08\u5b9e\u9a8c\u5ba4\u4e0e\u751f\u4ea7\uff09<\/h3>\n<ul>\n<li>\u5c0f\u89c4\u6a21\u5b9e\u9a8c\uff1a\u5355\u5361\u6216\u591a\u5361\u76f4\u901aGPU\u8fdb\u884c\u5feb\u901f\u8fed\u4ee3\u8c03\u8bd5\uff1b\u5efa\u8bae\u9009\u62e9\u652f\u6301PCIe Passthrough\u7684VPS\u3002<\/li>\n<li>\u5206\u5e03\u5f0f\u8bad\u7ec3\uff1a\u5bf9\u4e8e\u5927\u578b\u6a21\u578b\u548c\u6d77\u91cf\u6570\u636e\uff0c\u9700\u5177\u5907\u591aGPU\u4e92\u8054\u4e0e\u9ad8\u5e26\u5bbd\u7f51\u7edc\uff0c\u4f18\u5148\u8003\u8651NVLink\u6216RDMA\u652f\u6301\u7684\u5b9e\u4f8b\u3002<\/li>\n<li>\u6570\u636e\u9884\u5904\u7406\u4e0e\u8f93\u5165Pipeline\uff1a\u4f7f\u7528\u9ad8IOPS\u7684NVMe\u5b58\u50a8\u4e0e\u5e76\u884c\u6570\u636e\u52a0\u8f7d\uff08TFRecord\u3001DataLoader\u591a\u7ebf\u7a0b\uff09\u6765\u907f\u514dGPU\u7b49\u5f85\u3002<\/li>\n<\/ul>\n<h3>\u5728\u7ebf\u63a8\u7406\u4e0e\u6279\u91cf\u63a8\u7406<\/h3>\n<ul>\n<li>\u5728\u7ebf\u4f4e\u5ef6\u8fdf\u63a8\u7406\uff1a\u901a\u8fc7\u6a21\u578b\u84b8\u998f\u3001\u91cf\u5316\uff08FP16\u3001INT8\uff09\u4e0e\u6279\u5904\u7406\u878d\u5408\u6765\u964d\u4f4e\u63a8\u7406\u5ef6\u8fdf\uff1b\u90e8\u7f72\u5728\u9760\u8fd1\u7528\u6237\u7684<strong>\u9999\u6e2f\u670d\u52a1\u5668<\/strong>\u8282\u70b9\u80fd\u8fdb\u4e00\u6b65\u51cf\u5c11\u7f51\u7edc\u5f80\u8fd4\u65f6\u95f4\u3002<\/li>\n<li>\u6279\u91cf\u79bb\u7ebf\u63a8\u7406\uff1a\u5229\u7528GPU\u6279\u5904\u7406\u80fd\u529b\u8fdb\u884c\u541e\u5410\u4f18\u5316\uff0c\u9002\u5408\u6bcf\u65e5\u6216\u5b9a\u65f6\u7684\u5927\u89c4\u6a21\u9884\u6d4b\u4efb\u52a1\u3002<\/li>\n<\/ul>\n<h3>\u591a\u79df\u6237AI\u670d\u52a1\u4e0e\u63a8\u7406\u5e73\u53f0<\/h3>\n<ul>\n<li>\u91c7\u7528vGPU\u6216\u5bb9\u5668\u5316\u65b9\u6848\u53ef\u4ee5\u5b9e\u73b0\u8d44\u6e90\u9694\u79bb\u4e0e\u5f39\u6027\u8c03\u5ea6\uff0c\u9002\u7528\u4e8eSaaS\u7c7bAI\u670d\u52a1\u3002<\/li>\n<li>\u7ed3\u5408Kubernetes\uff08\u4f7f\u7528device-plugin\uff09\u53ef\u5b9e\u73b0\u81ea\u52a8\u6269\u7f29\u5bb9\u4e0e\u670d\u52a1\u53d1\u73b0\u3002<\/li>\n<\/ul>\n<h2>\u4e0e\u5176\u4ed6\u90e8\u7f72\u9009\u9879\u7684\u4f18\u52bf\u5bf9\u6bd4<\/h2>\n<h3>\u9999\u6e2fVPS vs \u7f8e\u56fdVPS \/ \u7f8e\u56fd\u670d\u52a1\u5668<\/h3>\n<ul>\n<li>\u7f51\u7edc\u5ef6\u8fdf\uff1a\u5bf9\u4e8e\u9762\u5411\u4e9a\u592a\u5730\u533a\u7684\u670d\u52a1\uff0c\u90e8\u7f72\u5728\u9999\u6e2f\u7684\u6570\u636e\u4e2d\u5fc3\u80fd\u663e\u8457\u964d\u4f4e\u5230\u4e2d\u56fd\u5927\u9646\u3001\u4e1c\u5357\u4e9a\u53ca\u9999\u6e2f\u7528\u6237\u7684\u7f51\u7edc\u5ef6\u65f6\uff1b\u76f8\u6bd4\u4e4b\u4e0b\uff0c\u90e8\u7f72\u5728\u7f8e\u56fd\u670d\u52a1\u5668\u8282\u70b9\u4f1a\u5b58\u5728\u989d\u5916\u7684\u8de8\u6d0b\u5ef6\u8fdf\u3002<\/li>\n<li>\u6570\u636e\u5408\u89c4\u4e0e\u8fde\u901a\u6027\uff1a\u9999\u6e2f\u5728\u56fd\u9645\u94fe\u8def\u4e0e\u5185\u5730\u4e92\u8054\u65b9\u9762\u5177\u6709\u4f18\u52bf\uff0c\u4fbf\u4e8e\u8de8\u5883\u6570\u636e\u4ea4\u6362\u4e0eCDN\u52a0\u901f\u3002<\/li>\n<li>\u6210\u672c\u4e0e\u53ef\u7528\u6027\uff1a\u7f8e\u56fdVPS\u5728\u67d0\u4e9bGPU\u578b\u53f7\uff08\u5982\u6700\u65b0\u7684A100\/V100\uff09\u4f9b\u5e94\u5145\u8db3\u4e14\u4ef7\u683c\u5177\u7ade\u4e89\u529b\uff0c\u4f46\u9999\u6e2f\u670d\u52a1\u5668\u5728\u591a\u70b9\u5907\u4efd\u3001\u5feb\u901f\u90e8\u7f72\u4e0e\u672c\u5730\u5ba2\u6237\u652f\u6301\u4e0a\u66f4\u8d34\u8fd1\u4e9a\u592a\u7528\u6237\u9700\u6c42\u3002<\/li>\n<\/ul>\n<h3>VPS\uff08\u5171\u4eab\/\u865a\u62df\u5316\uff09 vs \u72ec\u7acb\u670d\u52a1\u5668\uff08\u88f8\u91d1\u5c5e\uff09<\/h3>\n<ul>\n<li>VPS\u4f18\u52bf\uff1a\u90e8\u7f72\u5feb\u3001\u6210\u672c\u76f8\u5bf9\u4f4e\u3001\u5f39\u6027\u597d\uff0c\u4fbf\u4e8e\u77ed\u671f\u8bd5\u9a8c\u4e0e\u4e2d\u5c0f\u89c4\u6a21\u670d\u52a1\u3002<\/li>\n<li>\u88f8\u91d1\u5c5e\u4f18\u52bf\uff1a\u5bf9\u5ef6\u8fdf\u654f\u611f\u7684\u5927\u89c4\u6a21\u8bad\u7ec3\u6216\u9700\u8981\u591a\u5361\u4e92\u8054\u7684\u573a\u666f\uff0c\u88f8\u91d1\u5c5e\u80fd\u63d0\u4f9b\u66f4\u7a33\u5b9a\u7684\u6027\u80fd\u4e0e\u66f4\u7075\u6d3b\u7684\u786c\u4ef6\u8bbf\u95ee\u3002<\/li>\n<li>\u6298\u8877\u65b9\u6848\uff1a\u90e8\u5206\u4e91\u5382\u5546\u63d0\u4f9bGPU\u76f4\u901aVPS\uff0c\u65e2\u4fdd\u7559\u865a\u62df\u5316\u7ba1\u7406\u4fbf\u5229\uff0c\u53c8\u80fd\u63a5\u8fd1\u88f8\u91d1\u5c5e\u6027\u80fd\uff0c\u9002\u5408\u591a\u6570\u5f00\u53d1\u8005\u4e0e\u4e2d\u5c0f\u4f01\u4e1a\u3002<\/li>\n<\/ul>\n<h2>\u6027\u80fd\u4f18\u5316\u4e0e\u5de5\u7a0b\u5b9e\u8df5\u7ec6\u8282<\/h2>\n<p>\u8981\u5728\u9999\u6e2fVPS\u4e0a\u5b9e\u73b0\u9ad8\u6548\u7684AI\u8bad\u7ec3\u4e0e\u63a8\u7406\uff0c\u4ee5\u4e0b\u5de5\u7a0b\u5b9e\u8df5\u4e0d\u53ef\u5ffd\u89c6\uff1a<\/p>\n<ul>\n<li><strong>\u7cbe\u7b80\u6570\u636e\u4f20\u8f93\u8def\u5f84\uff1a<\/strong>\u4f7f\u7528\u672c\u5730\u6216\u5c31\u8fd1\u7684\u5bf9\u8c61\u5b58\u50a8\uff08S3\u517c\u5bb9\uff09\u4e0e\u7f13\u5b58\u5c42\uff0c\u907f\u514d\u9891\u7e41\u8de8\u533a\u57df\u62f7\u8d1d\u5927\u89c4\u6a21\u8bad\u7ec3\u6570\u636e\u3002<\/li>\n<li><strong>\u6df7\u5408\u7cbe\u5ea6\u8bad\u7ec3\uff1a<\/strong>\u91c7\u7528FP16\/AMP\uff08Automatic Mixed Precision\uff09\u80fd\u663e\u8457\u63d0\u5347\u8bad\u7ec3\u901f\u5ea6\u5e76\u964d\u4f4e\u663e\u5b58\u5360\u7528\uff0c\u4f46\u9700\u6ce8\u610f\u6570\u503c\u7a33\u5b9a\u6027\u4e0e\u9002\u914dLoss 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