{"id":208890,"date":"2025-09-29T23:54:44","date_gmt":"2025-09-29T15:54:44","guid":{"rendered":"https:\/\/www.server.hk\/blog\/208890\/"},"modified":"2025-09-29T23:54:45","modified_gmt":"2025-09-29T15:54:45","slug":"vps-pytorch-2","status":"publish","type":"post","link":"https:\/\/server.hk\/cnblog\/208890\/","title":{"rendered":"\u4e00\u6b65\u5230\u4f4d\uff1a\u5728\u9999\u6e2fVPS\u5feb\u901f\u642d\u5efaPyTorch\u6df1\u5ea6\u5b66\u4e60\u5e73\u53f0"},"content":{"rendered":"<p>\u5728\u5f53\u4eca\u6570\u636e\u9a71\u52a8\u7684\u65f6\u4ee3\uff0c\u5feb\u901f\u642d\u5efa\u4e00\u5957\u7a33\u5b9a\u3001\u9ad8\u6548\u7684\u6df1\u5ea6\u5b66\u4e60\u73af\u5883\u5df2\u6210\u4e3a\u7ad9\u957f\u3001\u4f01\u4e1a\u4e0e\u5f00\u53d1\u8005\u7684\u91cd\u8981\u9700\u6c42\u3002\u672c\u6587\u4ee5\u5728\u9999\u6e2fVPS\u4e0a\u6784\u5efaPyTorch\u6df1\u5ea6\u5b66\u4e60\u5e73\u53f0\u4e3a\u6838\u5fc3\uff0c\u8be6\u7ec6\u8bb2\u89e3\u539f\u7406\u3001\u5b9e\u9645\u90e8\u7f72\u6b65\u9aa4\u4e0e\u6ce8\u610f\u4e8b\u9879\uff0c\u5e76\u5bf9\u6bd4\u9999\u6e2f\u4e0e\u7f8e\u56fd\u7b49\u5730\u533a\u7684\u670d\u52a1\u5668\u9009\u62e9\u5dee\u5f02\uff0c\u5e2e\u52a9\u4f60\u4e00\u6b65\u5230\u4f4d\u5730\u5efa\u7acb\u53ef\u751f\u4ea7\u5316\u7684\u8bad\u7ec3\/\u63a8\u7406\u73af\u5883\u3002<\/p>\n<h2>\u4e3a\u4ec0\u4e48\u9009\u62e9\u9999\u6e2fVPS\u4f5c\u4e3a\u6df1\u5ea6\u5b66\u4e60\u5e73\u53f0\u7684\u8d77\u70b9<\/h2>\n<p>\u9999\u6e2f\u5730\u7406\u4f4d\u7f6e\u4f18\u8d8a\uff0c\u7f51\u7edc\u5ef6\u8fdf\u4f4e\uff0c\u9762\u5411\u4e9a\u592a\u7528\u6237\u5177\u6709\u663e\u8457\u4f18\u52bf\u3002\u5bf9\u4e8e\u9700\u8981\u670d\u52a1\u4e2d\u56fd\u5927\u9646\u3001\u4e1c\u5357\u4e9a\u548c\u56fd\u9645\u7528\u6237\u7684\u5e94\u7528\uff0c\u9999\u6e2f\u670d\u52a1\u5668\u901a\u5e38\u80fd\u63d0\u4f9b\u66f4\u7a33\u5b9a\u7684\u8bbf\u95ee\u4f53\u9a8c\u3002\u76f8\u6bd4\u4e4b\u4e0b\uff0c<strong>\u7f8e\u56fd\u670d\u52a1\u5668<\/strong>\u5728\u9762\u5411\u7f8e\u6d32\u7528\u6237\u65f6\u66f4\u6709\u4f18\u52bf\uff1b\u800c\u5bf9\u4e8e\u8de8\u533a\u57df\u90e8\u7f72\uff0c\u53ef\u7ed3\u5408\u4f7f\u7528\u7f8e\u56fdVPS\u4e0e\u9999\u6e2f\u670d\u52a1\u5668\u6765\u5b9e\u73b0\u5168\u7403\u8d1f\u8f7d\u5747\u8861\u3002<\/p>\n<h2>\u5e73\u53f0\u539f\u7406\u4e0e\u5173\u952e\u7ec4\u4ef6<\/h2>\n<p>\u6784\u5efaPyTorch\u6df1\u5ea6\u5b66\u4e60\u5e73\u53f0\uff0c\u6838\u5fc3\u8981\u7d20\u5305\u62ec\u64cd\u4f5c\u7cfb\u7edf\u3001GPU\u652f\u6301\u3001\u6df1\u5ea6\u5b66\u4e60\u6846\u67b6\u3001\u5bb9\u5668\u5316\u4e0e\u6570\u636e\u7ba1\u7406\uff1a<\/p>\n<ul>\n<li><strong>\u64cd\u4f5c\u7cfb\u7edf<\/strong>\uff1a\u591a\u6570\u9009\u62e9Ubuntu 20.04 LTS\u621622.04 LTS\uff0c\u56e0\u5176\u8f6f\u4ef6\u5305\u66f4\u65b0\u53ca\u65f6\u3001\u793e\u533a\u652f\u6301\u826f\u597d\u3002<\/li>\n<li><strong>GPU \u9a71\u52a8\u4e0e\u52a0\u901f<\/strong>\uff1a\u82e5\u9700\u8981GPU\u8bad\u7ec3\uff0c\u5fc5\u987b\u5b89\u88c5NVIDIA\u9a71\u52a8\u3001CUDA Toolkit\u4e0ecuDNN\u3002\u6ce8\u610f\u7248\u672c\u5339\u914d\uff08\u4f8b\u5982CUDA 11.x\u4e0e\u5bf9\u5e94cuDNN\u3001PyTorch binary\uff09\u3002<\/li>\n<li><strong>\u5bb9\u5668\u5316\u4e0e\u8fd0\u884c\u65f6<\/strong>\uff1aDocker + nvidia-container-runtime\uff08\u6216NVIDIA Container Toolkit\uff09\u80fd\u5c06\u73af\u5883\u5728\u4e0d\u540c\u4e3b\u673a\u95f4\u5feb\u901f\u8fc1\u79fb\uff1bKubernetes\u53ef\u7528\u4e8e\u96c6\u7fa4\u8c03\u5ea6\u3002<\/li>\n<li><strong>\u6df1\u5ea6\u5b66\u4e60\u6846\u67b6<\/strong>\uff1aPyTorch\uff08\u63a8\u8350\u901a\u8fc7conda\u6216pip\u5b89\u88c5\u5e26CUDA\u652f\u6301\u7684wheel\uff09\uff0c\u5e76\u914d\u5408torchvision\u3001torchtext\u7b49\u751f\u6001\u5e93\u3002<\/li>\n<li><strong>\u6570\u636e\u4e0e\u5b58\u50a8<\/strong>\uff1a\u8bad\u7ec3\u6570\u636e\u901a\u5e38\u653e\u5728\u9ad8\u901fSSD\u6216\u7f51\u7edc\u5b58\u50a8\uff08NFS\u3001Ceph\uff09\u3002\u5bf9\u4e8e\u5927\u89c4\u6a21\u8bad\u7ec3\uff0c\u8003\u8651\u5206\u5e03\u5f0f\u6587\u4ef6\u7cfb\u7edf\u4e0e\u6570\u636e\u9884\u5904\u7406\u6d41\u6c34\u7ebf\u3002<\/li>\n<\/ul>\n<h2>\u5728\u9999\u6e2fVPS\u4e0a\u642d\u5efa\u7684\u5b9e\u64cd\u6b65\u9aa4\uff08\u5feb\u901f\u6307\u5357\uff09<\/h2>\n<h3>1. \u9009\u62e9\u5408\u9002\u7684\u5b9e\u4f8b\u7c7b\u578b<\/h3>\n<p>\u5728\u8d2d\u4e70\u4e4b\u524d\uff0c\u786e\u8ba4VPS\u662f\u5426\u652f\u6301GPU\u76f4\u901a\u3002\u4f20\u7edfVPS\u901a\u5e38\u4e3aCPU\u5b9e\u4f8b\uff0c\u4e0d\u652f\u6301NVIDIA\u663e\u5361\uff1b\u82e5\u9700GPU\u8bad\u7ec3\uff0c\u5e94\u9009\u62e9\u5e26GPU\u52a0\u901f\u7684\u4e91\u4e3b\u673a\u6216\u88f8\u91d1\u5c5e\u670d\u52a1\u5668\uff08\u4f8b\u5982\u5e26Tesla\/A100\/RTX\u7cfb\u5217\uff09\u3002\u82e5\u4ec5\u505a\u6a21\u578b\u5fae\u8c03\u6216\u63a8\u7406\uff0cCPU\u5b9e\u4f8b\u914d\u5408\u91cf\u5316\u3001ONNX\u63a8\u7406\u4e5f\u80fd\u6ee1\u8db3\u9700\u6c42\u3002<\/p>\n<h3>2. \u7cfb\u7edf\u4e0e\u57fa\u7840\u5de5\u5177\u5b89\u88c5<\/h3>\n<p>\u63a8\u8350\u6b65\u9aa4\uff1a\u66f4\u65b0\u5305\u7ba1\u7406\u5668\uff08apt update &amp;&amp; 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