{"id":209270,"date":"2025-09-30T07:44:38","date_gmt":"2025-09-29T23:44:38","guid":{"rendered":"https:\/\/www.server.hk\/blog\/209270\/"},"modified":"2025-09-30T07:44:39","modified_gmt":"2025-09-29T23:44:39","slug":"vps-230","status":"publish","type":"post","link":"https:\/\/server.hk\/cnblog\/209270\/","title":{"rendered":"\u9999\u6e2fVPS\u8d4b\u80fdGAN\u56fe\u50cf\u751f\u6210\uff1a\u6781\u901f\u90e8\u7f72\u4e0e\u9690\u79c1\u4fdd\u969c"},"content":{"rendered":"<h2>\u5f15\u8a00<\/h2>\n<p>\u968f\u7740\u751f\u6210\u5f0f\u5bf9\u6297\u7f51\u7edc\uff08GAN\uff09\u5728\u56fe\u50cf\u751f\u6210\u3001\u98ce\u683c\u8fc1\u79fb\u3001\u8d85\u5206\u8fa8\u7387\u7b49\u65b9\u5411\u4e0a\u7684\u7a81\u7834\uff0c\u8d8a\u6765\u8d8a\u591a\u7684\u7ad9\u957f\u3001\u4f01\u4e1a\u4e0e\u5f00\u53d1\u8005\u5e0c\u671b\u5c06\u6b64\u7c7b\u6a21\u578b\u5e94\u7528\u5230\u751f\u4ea7\u73af\u5883\u4e2d\u3002\u90e8\u7f72\u548c\u8fd0\u884cGAN\u6a21\u578b\u5bf9\u7b97\u529b\u3001\u7f51\u7edc\u4e0e\u9690\u79c1\u4fdd\u62a4\u63d0\u51fa\u4e86\u8f83\u9ad8\u8981\u6c42\u3002<strong>\u9999\u6e2fVPS\u4f5c\u4e3a\u4e00\u79cd\u4f4e\u5ef6\u8fdf\u3001\u8de8\u5883\u4fbf\u5229\u4e14\u6613\u4e8e\u7ba1\u7406\u7684\u4e91\u4e3b\u673a\u9009\u9879\uff0c\u80fd\u591f\u4e3aGAN\u56fe\u50cf\u751f\u6210\u63d0\u4f9b\u5feb\u901f\u90e8\u7f72\u4e0e\u9690\u79c1\u4fdd\u969c\u7684\u7efc\u5408\u89e3\u51b3\u65b9\u6848\u3002<\/strong>\u672c\u6587\u5c06\u4ece\u539f\u7406\u3001\u90e8\u7f72\u7ec6\u8282\u3001\u5e94\u7528\u573a\u666f\u3001\u4f18\u52bf\u5bf9\u6bd4\u4e0e\u9009\u8d2d\u5efa\u8bae\u7b49\u65b9\u9762\u5c55\u5f00\uff0c\u5e2e\u52a9\u8bfb\u8005\u5728\u5b9e\u9645\u573a\u666f\u4e2d\u505a\u51fa\u5408\u7406\u9009\u62e9\u4e0e\u6280\u672f\u5b9e\u73b0\u3002<\/p>\n<h2>GAN\u56fe\u50cf\u751f\u6210\u7684\u6838\u5fc3\u539f\u7406\u4e0e\u90e8\u7f72\u9700\u6c42<\/h2>\n<p>GAN\u7531\u4e24\u90e8\u5206\u7f51\u7edc\u6784\u6210\uff1a\u751f\u6210\u5668\uff08Generator\uff09\u548c\u5224\u522b\u5668\uff08Discriminator\uff09\uff0c\u5728\u8bad\u7ec3\u9636\u6bb5\u4e24\u8005\u901a\u8fc7\u5bf9\u6297\u4f18\u5316\u5171\u540c\u8fdb\u5316\u3002\u5e38\u89c1\u7684\u6a21\u578b\u5305\u62ecDCGAN\u3001StyleGAN\u3001CycleGAN\u7b49\u3002GAN\u8bad\u7ec3\u901a\u5e38\u5bf9\u663e\u5b58\uff08VRAM\uff09\u3001GPU\u8ba1\u7b97\u6027\u80fd\u4e0eI\/O\u6709\u663e\u8457\u4f9d\u8d56\uff0c\u800c\u63a8\u7406\u9636\u6bb5\u5219\u4fa7\u91cd\u4e8e\u5ef6\u8fdf\u3001\u5185\u5b58\u548c\u541e\u5410\u3002<\/p>\n<h3>\u5173\u952e\u8d44\u6e90\u9700\u6c42<\/h3>\n<ul>\n<li><strong>GPU\/\u663e\u5b58\uff1a<\/strong>\u8bad\u7ec3\u5927\u6a21\u578b\u901a\u5e38\u9700\u8981\u9ad8\u7aefGPU\uff08\u5982NVIDIA A100\/RTX 30\/40\u7cfb\u5217\uff09\uff0c\u663e\u5b58\u8d8a\u5927\uff0c\u80fd\u5904\u7406\u7684batch\u8d8a\u5927\uff0c\u8bad\u7ec3\u6548\u7387\u8d8a\u9ad8\u3002<\/li>\n<li><strong>CPU\u4e0e\u5185\u5b58\uff1a<\/strong>\u6570\u636e\u9884\u5904\u7406\u3001\u52a0\u8f7d\u4e0e\u6a21\u578b\u7f16\u8bd1\u4f9d\u8d56\u591a\u6838CPU\u4e0e\u5927\u91cfRAM\uff0c\u5c24\u5176\u5728\u591a\u4eba\u5e76\u53d1\u63a8\u7406\u65f6\u3002<\/li>\n<li><strong>\u5b58\u50a8\u4e0eI\/O\uff1a<\/strong>\u5927\u91cf\u8bad\u7ec3\u6570\u636e\uff08\u56fe\u50cf\u3001\u89c6\u9891\uff09\u9700\u4f7f\u7528\u9ad8\u901fNVMe\u6216SSD\uff0c\u8bad\u7ec3\u68c0\u67e5\u70b9\u4e0e\u6a21\u578b\u6587\u4ef6\u5efa\u8bae\u5b9a\u671f\u5feb\u7167\u5907\u4efd\u3002<\/li>\n<li><strong>\u7f51\u7edc\u5e26\u5bbd\u4e0e\u5ef6\u8fdf\uff1a<\/strong>\u6a21\u578b\u5206\u5e03\u5f0f\u8bad\u7ec3\u4e0e\u8fdc\u7a0b\u63a8\u7406\u9700\u8981\u9ad8\u5e26\u5bbd\u4e0e\u4f4e\u5ef6\u8fdf\u8fde\u63a5\uff0c\u9999\u6e2f\u5730\u7406\u4f4d\u7f6e\u5bf9\u4e9a\u6d32\u7528\u6237\u6709\u5929\u7136\u4f18\u52bf\u3002<\/li>\n<\/ul>\n<h2>\u5728\u9999\u6e2fVPS\u4e0a\u90e8\u7f72GAN\uff1a\u6280\u672f\u7ec6\u8282\u4e0e\u6d41\u7a0b<\/h2>\n<p>\u5728\u9999\u6e2fVPS\u4e0a\u8fd0\u884cGAN\u6709\u4e24\u79cd\u5e38\u89c1\u8def\u5f84\uff1a\u4e00\u662f\u901a\u8fc7\u5177\u5907GPU\u52a0\u901f\u7684\u4e91\u4e3b\u673a\u6216\u88f8\u91d1\u5c5e\u6765\u505a\u8bad\u7ec3\uff1b\u4e8c\u662f\u5229\u7528CPU\/\u8f7b\u91cfGPU\u505a\u63a8\u7406\u5e76\u7ed3\u5408\u6a21\u578b\u4f18\u5316\u6280\u672f\u4ee5\u964d\u4f4e\u7b97\u529b\u9700\u6c42\u3002<\/p>\n<h3>\u73af\u5883\u51c6\u5907\u4e0e\u5bb9\u5668\u5316<\/h3>\n<ul>\n<li>\u64cd\u4f5c\u7cfb\u7edf\uff1a\u5efa\u8bae\u9009\u62e9Ubuntu LTS\u6216CentOS 8\/Stream\uff0c\u786e\u4fdd\u652f\u6301\u6700\u65b0CUDA\u4e0eNVIDIA\u9a71\u52a8\u3002<\/li>\n<li>\u9a71\u52a8\u4e0e\u5e93\uff1a\u5b89\u88c5NVIDIA\u9a71\u52a8\u3001CUDA Toolkit\u3001cuDNN\uff1b\u5bf9\u4e8eCPU\u63a8\u7406\u53ef\u4f7f\u7528Intel MKL\u6216OpenBLAS\u3002<\/li>\n<li>\u5bb9\u5668\u5316\u90e8\u7f72\uff1a\u4f7f\u7528Docker + NVIDIA Container Toolkit\u53ef\u4ee5\u9694\u79bb\u73af\u5883\u5e76\u7b80\u5316\u4f9d\u8d56\u7ba1\u7406\u3002\u793a\u4f8b\u547d\u4ee4\uff1a<br \/><code>docker run --gpus all -it --rm nvidia\/cuda:11.7-cudnn8-runtime-ubuntu20.04<\/code><\/li>\n<li>\u6df1\u5ea6\u5b66\u4e60\u6846\u67b6\uff1aPyTorch\u4e0eTensorFlow\u662f\u4e3b\u6d41\u9009\u62e9\uff0c\u914d\u5957\u5b89\u88c5\u5bf9\u5e94\u7684CUDA\u7248\u672c\u3002\u4e3a\u7a33\u5b9a\u6027\u5efa\u8bae\u56fa\u5b9a\u7248\u672c\u5e76\u4f7f\u7528requirements.txt\u7ba1\u7406\u4f9d\u8d56\u3002<\/li>\n<\/ul>\n<h3>\u6a21\u578b\u4f18\u5316\u4e0e\u63a8\u7406\u52a0\u901f<\/h3>\n<ul>\n<li><strong>\u91cf\u5316\u4e0e\u526a\u679d\uff1a<\/strong>\u5c06\u6a21\u578b\u4eceFP32\u91cf\u5316\u5230FP16\u6216INT8\u53ef\u663e\u8457\u964d\u4f4e\u663e\u5b58\u5360\u7528\u4e0e\u63a8\u7406\u5ef6\u8fdf\uff08\u5c24\u5176\u5728CPU\u6216\u8f7b\u91cfGPU\u4e0a\uff09\u3002<\/li>\n<li><strong>ONNX\u4e0eTensorRT\uff1a<\/strong>\u5c06\u8bad\u7ec3\u597d\u7684PyTorch\u6a21\u578b\u5bfc\u51fa\u4e3aONNX\uff0c\u518d\u4f7f\u7528TensorRT\u8fdb\u884c\u4f18\u5316\u4e0e\u52a0\u901f\uff0c\u80fd\u5e26\u6765\u6570\u500d\u7684\u63a8\u7406\u6027\u80fd\u63d0\u5347\u3002<\/li>\n<li><strong>\u6279\u5904\u7406\u4e0e\u6d41\u6c34\u7ebf\uff1a<\/strong>\u8bbe\u8ba1\u5408\u7406\u7684batch\u7b56\u7565\u4e0e\u5e76\u53d1\u961f\u5217\uff0c\u5229\u7528\u5f02\u6b65\u6570\u636e\u52a0\u8f7d\uff08DataLoader\uff09\u4e0e\u9884\u5904\u7406\u7f13\u5b58\u6765\u63d0\u9ad8\u541e\u5410\u7387\u3002<\/li>\n<\/ul>\n<h3>\u5206\u5e03\u5f0f\u8bad\u7ec3\u4e0e\u5b58\u50a8\u7b56\u7565<\/h3>\n<ul>\n<li>\u5206\u5e03\u5f0f\u8bad\u7ec3\u53ef\u4f7f\u7528PyTorch Distributed Data 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