{"id":208996,"date":"2025-09-30T02:28:16","date_gmt":"2025-09-29T18:28:16","guid":{"rendered":"https:\/\/www.server.hk\/blog\/208996\/"},"modified":"2025-09-30T02:28:16","modified_gmt":"2025-09-29T18:28:16","slug":"vps-gan-2","status":"publish","type":"post","link":"https:\/\/server.hk\/cnblog\/208996\/","title":{"rendered":"\u9999\u6e2fVPS\u52a0\u901fGAN\u56fe\u50cf\u751f\u6210\u5e73\u53f0\uff1a\u6781\u901f\u90e8\u7f72\u4e0e\u6027\u80fd\u4f18\u5316"},"content":{"rendered":"<p>\u5728\u5f53\u4e0b\u56fe\u50cf\u751f\u6210\u4e0e\u6df1\u5ea6\u5b66\u4e60\u65e5\u76ca\u666e\u53ca\u7684\u80cc\u666f\u4e0b\uff0c\u5982\u4f55\u5728\u8fb9\u7f18\u5ef6\u8fdf\u3001\u541e\u5410\u91cf\u4e0e\u6210\u672c\u4e4b\u95f4\u53d6\u5f97\u5e73\u8861\uff0c\u6210\u4e3a\u7ad9\u957f\u3001\u4f01\u4e1a\u4e0e\u5f00\u53d1\u8005\u9700\u8981\u89e3\u51b3\u7684\u5b9e\u9645\u95ee\u9898\u3002\u672c\u6587\u56f4\u7ed5\u57fa\u4e8e\u9999\u6e2fVPS\u7684GAN\u56fe\u50cf\u751f\u6210\u5e73\u53f0\u90e8\u7f72\u4e0e\u6027\u80fd\u4f18\u5316\uff0c\u7ed3\u5408\u7cfb\u7edf\u67b6\u6784\u3001\u52a0\u901f\u7b56\u7565\u548c\u9009\u8d2d\u5efa\u8bae\uff0c\u5e2e\u52a9\u4f60\u6784\u5efa\u4e00\u5957\u65e2\u7a33\u5b9a\u53c8\u9ad8\u6548\u7684\u56fe\u50cf\u751f\u6210\u670d\u52a1\u3002<\/p>\n<h2>\u5f15\u8a00\uff1a\u4e3a\u4ec0\u4e48\u9009\u62e9\u9999\u6e2fVPS\u505aGAN\u751f\u6210\u5e73\u53f0<\/h2>\n<p>GAN\uff08\u751f\u6210\u5bf9\u6297\u7f51\u7edc\uff09\u56fe\u50cf\u751f\u6210\u5bf9\u8ba1\u7b97\u8d44\u6e90\u548cI\/O\u6027\u80fd\u6709\u8f83\u9ad8\u8981\u6c42\u3002\u5bf9\u4e8e\u9762\u5411\u4e2d\u56fd\u5185\u5730\u3001\u4e1c\u5357\u4e9a\u53ca\u5468\u8fb9\u5e02\u573a\u7684\u5e94\u7528\uff0c<strong>\u9999\u6e2fVPS<\/strong>\u5728\u7f51\u7edc\u5ef6\u8fdf\u4e0e\u5e26\u5bbd\u7a33\u5b9a\u6027\u4e0a\u5177\u6709\u660e\u663e\u4f18\u52bf\u3002\u76f8\u8f83\u4e4b\u4e0b\uff0c\u90e8\u7f72\u5728\u7f8e\u56fdVPS\u6216\u7f8e\u56fd\u670d\u52a1\u5668\u7684\u5b9e\u4f8b\u53ef\u80fd\u4f1a\u9762\u4e34\u66f4\u9ad8\u7684\u8de8\u6d0b\u5ef6\u8fdf\uff0c\u5f71\u54cd\u5b9e\u65f6\u6027\u4f53\u9a8c\u3002<\/p>\n<p>\u6b64\u5916\uff0c\u9999\u6e2f\u4f5c\u4e3a\u4e9a\u592a\u7684\u67a2\u7ebd\uff0c\u901a\u5e38\u80fd\u63d0\u4f9b\u591a\u6837\u5316\u7684\u7f51\u7edc\u51fa\u53e3\u3001\u4f18\u8d28\u7684\u9aa8\u5e72\u8fde\u901a\u4ee5\u53ca\u4fbf\u4e8e\u5408\u89c4\u7684\u529e\u516c\u73af\u5883\uff0c\u8fd9\u5bf9\u4f01\u4e1a\u7684\u751f\u4ea7\u90e8\u7f72\u548c\u8fd0\u7ef4\u7ba1\u7406\u5747\u6709\u5e2e\u52a9\u3002<\/p>\n<h2>GAN\u56fe\u50cf\u751f\u6210\u7684\u7cfb\u7edf\u539f\u7406\u4e0e\u8d44\u6e90\u74f6\u9888<\/h2>\n<h3>\u8ba1\u7b97\u4e0e\u5185\u5b58\u74f6\u9888<\/h3>\n<p>GAN\u8bad\u7ec3\u4e0e\u63a8\u7406\u4e3b\u8981\u4f9d\u8d56\u4e8e\u4ee5\u4e0b\u51e0\u7c7b\u8d44\u6e90\uff1a<\/p>\n<ul>\n<li>GPU\u7b97\u529b\uff08\u6216\u8005\u9ad8\u4e3b\u9891CPU\u5728\u8f7b\u91cf\u6a21\u578b\u4e0b\uff09\u2014\u2014\u6a21\u578b\u524d\u5411\/\u53cd\u5411\u4f20\u64ad\u3001\u77e9\u9635\u8fd0\u7b97\uff1b<\/li>\n<li>\u663e\u5b58\u6216\u7cfb\u7edf\u5185\u5b58\u2014\u2014\u5b58\u653e\u6a21\u578b\u53c2\u6570\u3001\u68af\u5ea6\u3001\u6fc0\u6d3b\u503c\uff0c\u51b3\u5b9a\u4e86\u53ef\u7528batch 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Runtime\u3001TorchScript\uff09\u6765\u964d\u4f4e\u6210\u672c\uff1b<\/li>\n<li>\u771f\u5b9e\u5b9e\u65f6\u63a8\u7406\/\u9ad8\u5206\u8fa8\u7387\u751f\u6210\uff1a\u5efa\u8bae\u90e8\u7f72\u5e26GPU\u6216GPU\u76f4\u901a\u7684\u5b9e\u4f8b\uff08\u82e5\u9999\u6e2fVPS\u4e0d\u63d0\u4f9bGPU\u53ef\u8003\u8651\u9999\u6e2f\u673a\u623f\u7684\u88f8\u91d1\u5c5e\u6216\u90bb\u8fd1\u5730\u533aGPU\u4e91\uff09\uff1b<\/li>\n<li>\u5206\u5e03\u5f0f\u8bad\u7ec3\uff1a\u91c7\u7528\u591a\u8282\u70b9\u65b9\u6848\u2014\u2014\u6bcf\u8282\u70b9\u914d\u5907\u9ad8\u901f\u7f51\u7edc\uff0810Gb\u6216\u66f4\u9ad8\uff09\u4e0eNVMe\u672c\u5730\u5b58\u50a8\uff0c\u4f7f\u7528NCCL\u3001Horovod\u6216PyTorch 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Actions\u81ea\u52a8\u6784\u5efa\u955c\u50cf\u5e76\u63a8\u9001\u5230\u955c\u50cf\u4ed3\u5e93\uff0c\u914d\u5408Ansible\u6216Terraform\u8fdb\u884c\u57fa\u7840\u8bbe\u65bd\u53d8\u66f4\u7ba1\u7406\u3002<\/li>\n<\/ul>\n<h2>\u6027\u80fd\u4f18\u5316\u7ec6\u8282<\/h2>\n<h3>\u6a21\u578b\u7ea7\u4f18\u5316<\/h3>\n<ul>\n<li><strong>\u91cf\u5316\u4e0e\u88c1\u526a<\/strong>\uff1a\u5c06\u6a21\u578b\u4eceFP32\u91cf\u5316\u81f3FP16\u6216INT8\u53ef\u4ee5\u663e\u8457\u964d\u4f4e\u663e\u5b58\u5360\u7528\u4e0e\u63a8\u7406\u5ef6\u8fdf\uff0c\u9002\u914dNVIDIA TensorRT\u6216ONNX Runtime\u7684\u91cf\u5316\u5de5\u5177\uff1b<\/li>\n<li><strong>\u84b8\u998f\u4e0e\u6a21\u578b\u538b\u7f29<\/strong>\uff1a\u901a\u8fc7\u77e5\u8bc6\u84b8\u998f\u8bad\u7ec3\u66f4\u8f7b\u91cf\u7684\u5b66\u751f\u6a21\u578b\uff0c\u4fdd\u7559\u751f\u6210\u8d28\u91cf\u7684\u540c\u65f6\u51cf\u5c11\u63a8\u7406\u6210\u672c\uff1b<\/li>\n<li><strong>\u5206\u5c42\u751f\u6210\u7b56\u7565<\/strong>\uff1a\u5728\u9ad8\u5206\u8fa8\u7387\u751f\u6210\u4e2d\u91c7\u7528\u5148\u4f4e\u5206\u8fa8\u7387\u751f\u6210\u518d\u7ec6\u5316\u7684\u65b9\u6cd5\uff0c\u5206\u6563\u8ba1\u7b97\u538b\u529b\u3002<\/li>\n<\/ul>\n<h3>\u7cfb\u7edf\u4e0e\u786c\u4ef6\u7ea7\u4f18\u5316<\/h3>\n<ul>\n<li><strong>\u663e\u5b58\u7ba1\u7406<\/strong>\uff1a\u4f7f\u7528\u6df7\u5408\u7cbe\u5ea6\u8bad\u7ec3\uff08AMP\uff09\u4e0e\u68af\u5ea6\u7d2f\u79ef\u6765\u964d\u4f4e\u663e\u5b58\u5cf0\u503c\uff1b<\/li>\n<li><strong>I\/O\u4f18\u5316<\/strong>\uff1a\u5c06\u8bad\u7ec3\u6570\u636e\u9884\u5148\u8f6c\u6362\u6210LMDB\u3001TFRecord\u6216WebDataset\u5f62\u5f0f\uff0c\u5229\u7528\u591a\u7ebf\u7a0b\/\u591a\u8fdb\u7a0b\u52a0\u8f7d\u5e76\u9884\u53d6\uff1b<\/li>\n<li><strong>\u7f51\u7edc\u4f18\u5316<\/strong>\uff1a\u5728\u591a\u673a\u8bad\u7ec3\u4e2d\u542f\u7528NCCL\u7684\u73af\u5f62\u7b97\u6cd5\u3001\u8c03\u4f18TCP\u53c2\u6570\uff08\u5982tcp_tw_reuse\u3001net.core.somaxconn\uff09\u5e76\u4f7f\u7528RDMA\u6216GPUDirect when available\uff1b<\/li>\n<li><strong>\u7f13\u5b58\u7b56\u7565<\/strong>\uff1a\u5728\u63a8\u7406\u7aef\u4f7f\u7528\u5185\u5b58\u7f13\u5b58\u5df2\u751f\u6210\u7684\u6837\u672c\u6216\u4e2d\u95f4\u7279\u5f81\uff0c\u7ed3\u5408LRU\u7b56\u7565\u51cf\u5c11\u91cd\u590d\u8ba1\u7b97\u3002<\/li>\n<\/ul>\n<h3>\u670d\u52a1\u7a33\u5b9a\u6027\u4e0e\u5f39\u6027\u6269\u5c55<\/h3>\n<p>\u91c7\u7528\u6c34\u5e73\u6269\u5c55\u4e0e\u81ea\u52a8\u4f38\u7f29\u7b56\u7565\u80fd\u591f\u5728\u8bf7\u6c42\u9ad8\u5cf0\u671f\u4fdd\u6301\u53ef\u7528\u6027\u3002\u5e38\u89c1\u505a\u6cd5\u5305\u62ec\uff1a<\/p>\n<ul>\n<li>\u4f7f\u7528\u5bb9\u5668\u7f16\u6392\uff08Kubernetes\uff09\u914d\u5408HPA\uff08Horizontal Pod 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