{"id":209342,"date":"2025-09-30T08:33:19","date_gmt":"2025-09-30T00:33:19","guid":{"rendered":"https:\/\/www.server.hk\/blog\/209342\/"},"modified":"2025-09-30T08:33:20","modified_gmt":"2025-09-30T00:33:20","slug":"vps-gan-4","status":"publish","type":"post","link":"https:\/\/server.hk\/cnblog\/209342\/","title":{"rendered":"\u9999\u6e2fVPS\u52a0\u901fGAN\u56fe\u50cf\u751f\u6210\uff1a\u6784\u5efa\u6781\u901f\u4e0e\u9ad8\u53ef\u9760\u6027\u7684AI\u5e73\u53f0"},"content":{"rendered":"<p>\u5728\u751f\u6210\u5f0f\u5bf9\u6297\u7f51\u7edc\uff08GAN\uff09\u53ca\u5176\u884d\u751f\u6a21\u578b\u5728\u56fe\u50cf\u751f\u6210\u9886\u57df\u6301\u7eed\u7a81\u7834\u7684\u4eca\u5929\uff0c\u9009\u62e9\u5408\u9002\u7684\u57fa\u7840\u8bbe\u65bd\u5bf9\u6027\u80fd\u3001\u6210\u672c\u548c\u53ef\u9760\u6027\u90fd\u6709\u51b3\u5b9a\u6027\u5f71\u54cd\u3002\u672c\u6587\u4ee5\u6280\u672f\u4e0e\u5b9e\u6218\u89c6\u89d2\uff0c\u56f4\u7ed5\u201c\u9999\u6e2fVPS\u52a0\u901fGAN\u56fe\u50cf\u751f\u6210\u201d\u5c55\u5f00\uff0c\u8be6\u7ec6\u89e3\u6790\u539f\u7406\u3001\u4f18\u5316\u624b\u6bb5\u3001\u5e94\u7528\u573a\u666f\u3001\u4ee5\u53ca\u5728\u9999\u6e2fVPS\u3001\u7f8e\u56fdVPS\u4e0e\u7f8e\u56fd\u670d\u52a1\u5668\u4e4b\u95f4\u7684\u4f18\u52bf\u5bf9\u6bd4\u4e0e\u9009\u8d2d\u5efa\u8bae\uff0c\u5e2e\u52a9\u7ad9\u957f\u3001\u4f01\u4e1a\u7528\u6237\u4e0e\u5f00\u53d1\u8005\u6784\u5efa\u4e00\u5957\u65e2\u201c\u6781\u901f\u201d\u53c8\u201c\u9ad8\u53ef\u9760\u6027\u201d\u7684AI\u5e73\u53f0\u3002<\/p>\n<h2>\u5f15\u8a00\uff1a\u4e3a\u4ec0\u4e48\u57fa\u7840\u8bbe\u65bd\u5bf9GAN\u56fe\u50cf\u751f\u6210\u81f3\u5173\u91cd\u8981<\/h2>\n<p>GAN\u7c7b\u6a21\u578b\uff08\u4f8b\u5982StyleGAN\u3001CycleGAN\u3001\u4ee5\u53ca\u57fa\u4e8e\u6269\u6563\u6a21\u578b\u7684\u751f\u6210\u5668\uff09\u5728\u8bad\u7ec3\u4e0e\u63a8\u7406\u4e2d\u90fd\u5bf9\u8ba1\u7b97\u3001\u5185\u5b58\u4e0e\u5e26\u5bbd\u6709\u9ad8\u5bc6\u5ea6\u9700\u6c42\u3002\u8bad\u7ec3\u9636\u6bb5\u9700\u8981\u5927\u91cfGPU\u7b97\u529b\u4e0e\u9ad8\u901f\u4e92\u8054\u4ee5\u5b8c\u6210\u68af\u5ea6\u540c\u6b65\uff1b\u63a8\u7406\/\u5728\u7ebf\u670d\u52a1\u5219\u8981\u6c42\u4f4e\u5ef6\u8fdf\u3001\u9ad8\u5e76\u53d1\u4e0e\u7a33\u5b9a\u7684\u7f51\u7edc\u51fa\u53e3\u3002\u9009\u62e9\u5408\u9002\u7684VPS\u6216\u670d\u52a1\u5668\uff0c\u53ef\u4ee5\u663e\u8457\u964d\u4f4e\u5ef6\u8fdf\u3001\u63d0\u9ad8\u541e\u5410\u5e76\u4f18\u5316\u6210\u672c\u7ed3\u6784\u3002\u5bf9\u4e8e\u9762\u5411\u4e1c\u4e9a\u53ca\u4e2d\u56fd\u5927\u9646\u7528\u6237\u7684\u4e1a\u52a1\uff0c<strong>\u9999\u6e2fVPS<\/strong>\u5728\u7f51\u7edc\u5ef6\u8fdf\u548c\u5e26\u5bbd\u53ef\u7528\u6027\u4e0a\u5e38\u5e38\u5177\u6709\u5929\u7136\u4f18\u52bf\uff0c\u800c\u9488\u5bf9\u5168\u7403\u7528\u6237\u6216\u7279\u5b9a\u6cd5\u89c4\u9700\u6c42\u65f6\uff0c<strong>\u7f8e\u56fdVPS\/\u7f8e\u56fd\u670d\u52a1\u5668<\/strong>\u53c8\u80fd\u63d0\u4f9b\u4e0d\u540c\u7684\u5730\u7406\u8986\u76d6\u4e0e\u5408\u89c4\u4fbf\u5229\u3002<\/p>\n<h2>GAN\u56fe\u50cf\u751f\u6210\u7684\u6838\u5fc3\u539f\u7406\u4e0e\u8d44\u6e90\u74f6\u9888<\/h2>\n<p>\u7406\u89e3\u8d44\u6e90\u74f6\u9888\u6709\u52a9\u4e8e\u9488\u5bf9\u6027\u4f18\u5316\u90e8\u7f72\u3002<\/p>\n<h3>\u8ba1\u7b97\u4e0e\u5185\u5b58<\/h3>\n<ul>\n<li>\u8bad\u7ec3\u65f6\u7684\u4e3b\u8981\u74f6\u9888\u662fGPU FLOPs \u4e0e\u663e\u5b58\uff08VRAM\uff09\u3002\u5927\u6a21\u578b\uff08\u6570\u4ebf\u5230\u6570\u5341\u4ebf\u53c2\u6570\uff09\u5728\u5355\u5361\u663e\u5b58\u65e0\u6cd5\u5bb9\u7eb3\u65f6\u9700\u8981\u5206\u5e03\u5f0f\u8bad\u7ec3\u6216\u6a21\u578b\u5e76\u884c\u3002<\/li>\n<li>\u63a8\u7406\u9636\u6bb5\uff0c\u591a\u6570\u5b9e\u65f6\u670d\u52a1\u53ef\u901a\u8fc7\u91c7\u6837\u6b65\u6570\u3001\u5206\u8fa8\u7387\u4e0e\u6279\u5904\u7406\u7b56\u7565\u6743\u8861\u5ef6\u8fdf\u4e0e\u8d28\u91cf\u3002<\/li>\n<\/ul>\n<h3>I\/O \u4e0e\u5b58\u50a8<\/h3>\n<ul>\n<li>\u9ad8\u541e\u5410\u7684\u6570\u636e\u7ba1\u7ebf\uff1a\u8bfb\u53d6\u539f\u59cb\u56fe\u50cf\u3001\u7f13\u5b58\u4e2d\u95f4\u7279\u5f81\u4e0e\u6a21\u578b\u6743\u91cd\u52a0\u8f7d\u90fd\u4f9d\u8d56\u4f4e\u5ef6\u8fdf\u7684\u5b58\u50a8\uff08NVMe\u4f18\u4e8eSATA HDD\uff09\u3002<\/li>\n<li>\u6a21\u578b\u7248\u672c\u7ba1\u7406\u4e0e\u70ed\u52a0\u8f7d\uff1a\u5feb\u901f\u5c06\u65b0\u6743\u91cd\u4e0a\u7ebf\u9700\u9ad8\u901f\u78c1\u76d8\u4e0e\u5feb\u7167\u673a\u5236\u3002<\/li>\n<\/ul>\n<h3>\u7f51\u7edc\u4e0e\u5206\u5e03\u5f0f\u540c\u6b65<\/h3>\n<ul>\n<li>\u591aGPU\u3001\u591a\u8282\u70b9\u540c\u6b65\uff08\u4f8b\u5982NCCL\u540e\u53f0\u7684AllReduce\uff09\u5bf9\u5185\u7f51\u5e26\u5bbd\u4e0e\u5ef6\u8fdf\u6781\u4e3a\u654f\u611f\uff0c<strong>RDMA\/\u9ad8\u901f\u79c1\u7f51<\/strong>\u80fd\u663e\u8457\u52a0\u901f\u68af\u5ea6\u540c\u6b65\u3002<\/li>\n<li>\u63a8\u7406\u7aef\u7684\u7528\u6237\u8bf7\u6c42\u5bf9\u516c\u7f51\u5e26\u5bbd\u548c\u51fa\u53e3\u5ef6\u8fdf\u8981\u6c42\u9ad8\uff0c\u5c24\u5176\u662f\u9762\u5411\u56fe\u50cf\u7f16\u8f91\u6216\u5b9e\u65f6\u521b\u4f5c\u7c7b\u5e94\u7528\u3002<\/li>\n<\/ul>\n<h2>\u9999\u6e2fVPS\u5982\u4f55\u52a0\u901fGAN\u56fe\u50cf\u751f\u6210\uff1a\u53ef\u843d\u5730\u7684\u6280\u672f\u7b56\u7565<\/h2>\n<p>\u5728\u9999\u6e2fVPS\u4e0a\u90e8\u7f72GAN\u6a21\u578b\uff0c\u53ef\u4ee5\u4ece\u8f6f\u786c\u4ef6\u548c\u7f51\u7edc\u4e09\u4e2a\u7ef4\u5ea6\u8fdb\u884c\u4f18\u5316\u3002<\/p>\n<h3>1. \u9009\u62e9\u5408\u9002\u7684\u8ba1\u7b97\u5b9e\u4f8b\u4e0eGPU\u652f\u6301<\/h3>\n<ul>\n<li>\u82e5\u9700\u8981\u8bad\u7ec3\/\u5fae\u8c03\uff1a\u4f18\u5148\u8003\u8651\u914d\u5907NVIDIA GPU\u7684\u5b9e\u4f8b\uff08\u5982Tesla\/RTX\/A100\u7cfb\u5217\uff09\uff0c\u5e76\u5173\u6ce8GPU\u7684\u663e\u5b58\u5927\u5c0f\u4e0eCUDA Compute Capability\u3002\u663e\u5b58\u8d8a\u5927\uff0c\u5355\u5361\u53ef\u8bad\u7ec3\u7684\u6a21\u578b\u89c4\u6a21\u8d8a\u5927\uff0c\u51cf\u5c11\u6a21\u578b\u5207\u7247\u6216\u663e\u5b58\u4ea4\u6362\u5e26\u6765\u7684\u6027\u80fd\u635f\u5931\u3002<\/li>\n<li>\u82e5\u4e3a\u63a8\u7406\u670d\u52a1\uff1a\u53ef\u4ee5\u9009\u62e9\u5e26\u6709\u8f83\u5c11\u663e\u5b58\u4f46\u6027\u4ef7\u6bd4\u9ad8\u7684GPU\u5b9e\u4f8b\uff0c\u7ed3\u5408\u6df7\u5408\u7cbe\u5ea6\uff08FP16\uff09\u4e0eTensorRT\/ONNX\u4f18\u5316\uff0c\u663e\u8457\u63d0\u5347QPS\uff08\u6bcf\u79d2\u8bf7\u6c42\u6570\uff09\u3002<\/li>\n<li>\u82e5\u4ec5CPU\u63a8\u7406\uff1a\u5bf9\u5c0f\u6a21\u578b\u6216\u6279\u91cf\u5904\u7406\u573a\u666f\uff0c\u9009\u62e9\u591a\u6838CPU\u3001\u9ad8\u4e3b\u9891\u5b9e\u4f8b\u4ea6\u53ef\u6ee1\u8db3\u9700\u6c42\u3002<\/li>\n<\/ul>\n<h3>2. \u8f6f\u4ef6\u6808\u4e0e\u63a8\u7406\u4f18\u5316<\/h3>\n<ul>\n<li>\u57fa\u7840\u5e93\uff1aPyTorch\/TF + CUDA + cuDNN \u7684\u7248\u672c\u517c\u5bb9\u6027\u81f3\u5173\u91cd\u8981\uff0c\u751f\u4ea7\u73af\u5883\u5e94\u56fa\u5b9a\u5e76\u6d4b\u8bd5\u9a71\u52a8\u4e0e\u5e93\u7248\u672c\u3002<\/li>\n<li>\u5bb9\u5668\u5316\u4e0e\u9694\u79bb\uff1a\u4f7f\u7528Docker\u4e0envidia-docker\u53ef\u4ee5\u65b9\u4fbf\u90e8\u7f72\u4e0e\u8fc1\u79fb\uff1b\u7ed3\u5408Kubernetes\u53ef\u5b9e\u73b0\u81ea\u52a8\u4f38\u7f29\u4e0e\u670d\u52a1\u53d1\u73b0\u3002<\/li>\n<li>\u63a8\u7406\u4f18\u5316\uff1a\u91c7\u7528AMP\uff08\u81ea\u52a8\u6df7\u5408\u7cbe\u5ea6\uff09\u51cf\u5c11\u663e\u5b58\u5360\u7528\uff1b\u4f7f\u7528TensorRT\u6216ONNX Runtime\u8fdb\u884c\u6a21\u578b\u91cf\u5316\uff08INT8\uff09\u548c\u5185\u6838\u878d\u5408\u4ee5\u964d\u4f4e\u5ef6\u8fdf\u3002<\/li>\n<li>\u6279\u6b21\u7b56\u7565\uff1a\u52a8\u6001\u6279\u5904\u7406\uff08dynamic batching\uff09\u7ed3\u5408\u5f02\u6b65\u961f\u5217\u53ef\u5728\u9ad8\u5e76\u53d1\u573a\u666f\u4e0b\u63d0\u9ad8\u541e\u5410\u3002<\/li>\n<\/ul>\n<h3>3. \u7f51\u7edc\u4e0e\u6570\u636e\u901a\u9053\u4f18\u5316<\/h3>\n<ul>\n<li>\u79c1\u6709\u7f51\u7edc\u4e0e\u9ad8\u5e26\u5bbd\u4e92\u8054\uff1a\u5728\u9700\u8981\u591a\u8282\u70b9\u8bad\u7ec3\u65f6\uff0c\u9009\u62e9\u652f\u6301\u9ad8\u901f\u79c1\u7f51\u6216\u88f8\u91d1\u5c5e\u4e92\u8054\u7684VPS\uff0c\u964d\u4f4eAllReduce\u5ef6\u8fdf\u3002<\/li>\n<li>\u5c31\u8fd1\u90e8\u7f72\u4e0eCDN\uff1a\u9762\u5411\u4e2d\u56fd\u5927\u9646\u4e0e\u4e1c\u5357\u4e9a\u7528\u6237\u65f6\uff0c\u9999\u6e2fVPS\u7684\u4f4e\u5ef6\u8fdf\u4f18\u52bf\u80fd\u663e\u8457\u6539\u5584\u4ea4\u4e92\u4f53\u9a8c\uff1b\u540c\u65f6\u53ef\u7ed3\u5408CDN\u7f13\u5b58\u751f\u6210\u7ed3\u679c\u6216\u9759\u6001\u8d44\u6e90\uff0c\u51cf\u8f7b\u6e90\u7ad9\u538b\u529b\u3002<\/li>\n<li>DDoS\u9632\u62a4\u4e0e\u5e26\u5bbd\u4fdd\u969c\uff1a\u7a33\u5b9a\u7684\u516c\u7f51\u5e26\u5bbd\u4e0e\u57fa\u7840\u9632\u62a4\u80fd\u4fdd\u8bc1\u670d\u52a1\u53ef\u7528\u6027\u3002<\/li>\n<\/ul>\n<h3>4. \u81ea\u52a8\u4f38\u7f29\u4e0e\u76d1\u63a7<\/h3>\n<ul>\n<li>\u4f7f\u7528Prometheus + Grafana\u76d1\u63a7GPU\u5229\u7528\u7387\u3001\u663e\u5b58\u3001\u6e29\u5ea6\u3001\u7f51\u7edc\u4e0e\u78c1\u76d8IO\uff0c\u8bbe\u7f6e\u81ea\u52a8\u62a5\u8b66\u3002<\/li>\n<li>\u7ed3\u5408\u5f39\u6027\u4f38\u7f29\u7b56\u7565\uff08K8s HPA\/Cluster Autoscaler\uff09\u6839\u636e\u5ef6\u8fdf\u4e0e\u961f\u5217\u957f\u5ea6\u52a8\u6001\u6269\u7f29\u5bb9\uff0c\u5e73\u8861\u6210\u672c\u4e0e\u6027\u80fd\u3002<\/li>\n<\/ul>\n<h2>\u5178\u578b\u5e94\u7528\u573a\u666f\u4e0e\u67b6\u6784\u793a\u4f8b<\/h2>\n<p>\u4ee5\u4e0b\u4e3a\u5e38\u89c1\u573a\u666f\u4e0e\u5728\u9999\u6e2fVPS\u4e0a\u53ef\u91c7\u7528\u7684\u67b6\u6784\u6a21\u5f0f\uff1a<\/p>\n<h3>\u5b9e\u65f6\u56fe\u50cf\u751f\u6210\/\u7f16\u8f91\uff08\u4f4e\u5ef6\u8fdf\u8981\u6c42\uff09<\/h3>\n<ul>\n<li>\u67b6\u6784\uff1a\u524d\u7aef\u8bf7\u6c42 -&gt; \u8d1f\u8f7d\u5747\u8861 -&gt; \u82e5\u5e72GPU\u63a8\u7406\u5b9e\u4f8b\uff08\u5bb9\u5668\u5316\uff09 -&gt; \u7f13\u5b58\u5c42\uff08Redis\uff09 -&gt; CDN\u5206\u53d1<\/li>\n<li>\u5173\u952e\u70b9\uff1a\u52a8\u7528TensorRT\u4f18\u5316\u6a21\u578b\u3001\u4f7f\u7528FP16\u3001\u52a8\u6001\u6279\u5904\u7406\u4ee5\u4fdd\u969c\u6bcf\u4e2a\u8bf7\u6c42\u7684\u54cd\u5e94\u65f6\u95f4\u3002<\/li>\n<\/ul>\n<h3>\u79bb\u7ebf\u6279\u91cf\u751f\u6210\/\u8bad\u7ec3<\/h3>\n<ul>\n<li>\u67b6\u6784\uff1a\u4efb\u52a1\u8c03\u5ea6\u7cfb\u7edf\uff08\u5982Celery\u6216Kubernetes Jobs\uff09\u8c03\u5ea6\u81f3\u542bGPU\u7684\u8ba1\u7b97\u8282\u70b9\uff0c\u8282\u70b9\u95f4\u4f7f\u7528\u9ad8\u901f\u79c1\u7f51\u540c\u6b65\u6570\u636e\u4e0e\u53c2\u6570\u3002<\/li>\n<li>\u5173\u952e\u70b9\uff1a\u91c7\u7528\u5206\u5e03\u5f0f\u8bad\u7ec3\u6846\u67b6\uff08torch.distributed\u3001Horovod\uff09\uff0c\u5e76\u786e\u4fdd\u79c1\u7f51\u5e26\u5bbd\u4e0eNCCL\u4f18\u5316\u3002<\/li>\n<\/ul>\n<h3>\u6df7\u5408\u4e91\u4e0e\u591a\u5730\u57df\u90e8\u7f72<\/h3>\n<ul>\n<li>\u8bf4\u660e\uff1a\u5c06\u8bad\u7ec3\u4efb\u52a1\u653e\u5728\u6210\u672c\u66f4\u4f4e\u6216\u6cd5\u89c4\u5408\u9002\u7684\u533a\u57df\uff08\u5982\u7f8e\u56fd\u670d\u52a1\u5668\uff09\uff0c\u800c\u5c06\u63a8\u7406\u9760\u8fd1\u7528\u6237\uff08\u4f8b\u5982\u9999\u6e2fVPS\uff09\u4ee5\u964d\u4f4e\u5ef6\u8fdf\u4e0e\u51fa\u53e3\u6d41\u91cf\u6210\u672c\u3002<\/li>\n<\/ul>\n<h2>\u4e0e\u7f8e\u56fdVPS\/\u7f8e\u56fd\u670d\u52a1\u5668\u7684\u4f18\u52bf\u5bf9\u6bd4<\/h2>\n<p>\u4e0d\u540c\u5730\u533a\u7684VPS\/\u670d\u52a1\u5668\u5404\u6709\u4f18\u52a3\uff0c\u9009\u62e9\u4f9d\u8d56\u4e8e\u7528\u6237\u5206\u5e03\u3001\u5408\u89c4\u4e0e\u6210\u672c\u7b56\u7565\u3002<\/p>\n<h3>\u9999\u6e2fVPS\u7684\u4f18\u52bf<\/h3>\n<ul>\n<li><strong>\u5730\u7406\u4e0e\u7f51\u7edc\u4f18\u52bf<\/strong>\uff1a\u5bf9\u4e2d\u56fd\u5927\u9646\u548c\u4e1c\u5357\u4e9a\u7528\u6237\u5177\u6709\u4f4e\u5ef6\u8fdf\u548c\u66f4\u7a33\u5b9a\u7684\u56fd\u5883\u94fe\u8def\u3002<\/li>\n<li><strong>\u51fa\u53e3\u5e26\u5bbd<\/strong>\uff1a\u901a\u5e38\u66f4\u9002\u5408\u9700\u8981\u5927\u91cf\u5bf9\u5916\u6d41\u91cf\u7684\u56fe\u50cf\u670d\u52a1\uff08\u4f8b\u5982\u4ea4\u4ed8\u9ad8\u5206\u8fa8\u7387\u56fe\u7247\uff09\u3002<\/li>\n<li><strong>\u53ef\u7528\u6027\u4e0e\u54cd\u5e94\u65f6\u95f4<\/strong>\uff1a\u533a\u57df\u5185\u6570\u636e\u4e2d\u5fc3\u5e38\u5177\u5907\u66f4\u5feb\u7684\u6280\u672f\u652f\u6301\u4e0e\u672c\u5730\u5316\u670d\u52a1\u3002<\/li>\n<\/ul>\n<h3>\u7f8e\u56fdVPS\/\u7f8e\u56fd\u670d\u52a1\u5668\u7684\u4f18\u52bf<\/h3>\n<ul>\n<li><strong>\u5168\u7403\u53ef\u8fbe\u4e0e\u6cd5\u89c4\u7075\u6d3b\u6027<\/strong>\uff1a\u9002\u5408\u9762\u5411\u6b27\u7f8e\u5e02\u573a\u6216\u9700\u8981\u7279\u5b9a\u5408\u89c4\u73af\u5883\u7684\u4e1a\u52a1\u3002<\/li>\n<li><strong>\u786c\u4ef6\u9009\u62e9<\/strong>\uff1a\u90e8\u5206\u4e91\/\u673a\u623f\u5728\u9ad8\u7aefGPU\uff08\u4f8b\u5982A100\uff09\u4e0e\u88f8\u91d1\u5c5e\u9009\u62e9\u4e0a\u66f4\u4e30\u5bcc\u3002<\/li>\n<li><strong>\u6210\u672c\u5f39\u6027<\/strong>\uff1a\u5728\u67d0\u4e9b\u8ba1\u8d39\u6a21\u5f0f\u6216\u957f\u671f\u9884\u7559\u60c5\u51b5\u4e0b\uff0c\u6210\u672c\u53ef\u80fd\u66f4\u6709\u4f18\u52bf\u3002<\/li>\n<\/ul>\n<h3>\u5982\u4f55\u51b3\u7b56<\/h3>\n<ul>\n<li>\u82e5\u7528\u6237\u4e3b\u8981\u96c6\u4e2d\u5728\u4e2d\u56fd\u5927\u9646\/\u4e1c\u5357\u4e9a\u4e14\u5bf9\u5ef6\u8fdf\u654f\u611f\uff0c\u4f18\u5148\u9009\u62e9\u9999\u6e2fVPS\u3002<\/li>\n<li>\u82e5\u76ee\u6807\u53d7\u4f17\u5168\u7403\u5206\u5e03\u6216\u9700\u7279\u5b9a\u786c\u4ef6\/\u6cd5\u89c4\uff0c\u8003\u8651\u7f8e\u56fdVPS\u6216\u7f8e\u56fd\u670d\u52a1\u5668\u4f5c\u4e3a\u8bad\u7ec3\u6216\u8f85\u52a9\u8282\u70b9\u3002<\/li>\n<li>\u6700\u4f73\u5b9e\u8df5\u5f80\u5f80\u662f\u6df7\u5408\u90e8\u7f72\uff1a\u8bad\u7ec3\u4e0e\u5927\u89c4\u6a21\u79bb\u7ebf\u4efb\u52a1\u653e\u5728\u6210\u672c\u4e0e\u786c\u4ef6\u53cb\u597d\u7684\u533a\u57df\uff0c\u63a8\u7406\u9760\u8fd1\u7528\u6237\u3002<\/li>\n<\/ul>\n<h2>\u9009\u8d2d\u5efa\u8bae\uff1a\u4ece\u914d\u7f6e\u5230\u8fd0\u7ef4\u7684\u5168\u9762\u8003\u91cf<\/h2>\n<p>\u5728\u5177\u4f53\u8d2d\u4e70\u9999\u6e2fVPS\u6216\u5176\u4ed6\u533a\u57df\u670d\u52a1\u5668\u65f6\uff0c\u4ee5\u4e0b\u8981\u70b9\u5efa\u8bae\u4f5c\u4e3a\u53c2\u8003\uff1a<\/p>\n<ul>\n<li><strong>GPU\u7c7b\u578b\u4e0e\u663e\u5b58<\/strong>\uff1a\u6839\u636e\u6a21\u578b\u5927\u5c0f\u4e0e\u5e76\u53d1\u9700\u6c42\u9009\u62e9\uff1b\u8bad\u7ec3\u4f18\u5148A100\/RTX 8000\u7ea7\u522b\uff0c\u63a8\u7406\u53ef\u7528T4\/RTX 30\u7cfb\u5217\u3002<\/li>\n<li><strong>CPU\u4e0e\u5185\u5b58<\/strong>\uff1a\u786e\u4fdd\u6570\u636e\u9884\u5904\u7406\u4e0e\u5e76\u884c\u4efb\u52a1\u4e0d\u4f1a\u6210\u4e3a\u74f6\u9888\u3002\u9ad8\u5185\u5b58\u5bf9\u5927\u6279\u91cf\u6570\u636e\u7ba1\u7ebf\u5341\u5206\u91cd\u8981\u3002<\/li>\n<li><strong>\u5b58\u50a8\u6027\u80fd<\/strong>\uff1a\u4f18\u5148NVMe SSD\uff0c\u8003\u8651IOPS\u4e0e\u541e\u5410\u91cf\u6307\u6807\uff0c\u786e\u4fdd\u6a21\u578b\u52a0\u8f7d\u4e0e\u6570\u636e\u8bfb\u5199\u9ad8\u901f\u3002<\/li>\n<li><strong>\u7f51\u7edc\u4e0e\u5e26\u5bbd<\/strong>\uff1a\u5173\u6ce8\u516c\u7f51\u51fa\u53e3\u5e26\u5bbd\u3001\u79c1\u7f51\u5e26\u5bbd\u3001SLA\u4e0eDDoS\u4fdd\u62a4\u80fd\u529b\uff1b\u82e5\u6d89\u53ca\u591a\u8282\u70b9\u8bad\u7ec3\uff0c\u4f18\u5148\u9009\u62e9\u652f\u6301\u9ad8\u901f\u79c1\u7f51\u4e92\u8054\u7684\u65b9\u6848\u3002<\/li>\n<li><strong>\u955c\u50cf\u4e0e\u9a71\u52a8\u7ba1\u7406<\/strong>\uff1a\u9009\u62e9\u652f\u6301GPU\u9a71\u52a8\u9884\u88c5\u6216\u4e00\u952e\u955c\u50cf\u7684VPS\u670d\u52a1\uff0c\u964d\u4f4e\u8fd0\u7ef4\u590d\u6742\u5ea6\u3002<\/li>\n<li><strong>\u5907\u4efd\u4e0e\u5feb\u7167<\/strong>\uff1a\u5b9a\u671f\u5feb\u7167\u6a21\u578b\u4e0e\u6570\u636e\uff0c\u4fdd\u8bc1\u5feb\u901f\u6062\u590d\u4e0e\u7248\u672c\u56de\u6eda\u3002<\/li>\n<li><strong>\u5f39\u6027\u4e0e\u8ba1\u8d39\u6a21\u5f0f<\/strong>\uff1a\u6839\u636e\u4f7f\u7528\u4e60\u60ef\u9009\u62e9\u6309\u9700\u3001\u9884\u7559\u6216\u5305\u5e74\u5305\u6708\uff0c\u7ed3\u5408\u81ea\u52a8\u4f38\u7f29\u964d\u4f4e\u6301\u7eed\u6210\u672c\u3002<\/li>\n<\/ul>\n<p>\u6b64\u5916\uff0c\u5b9e\u6218\u4e2d\u5efa\u8bae\u5148\u505a\u5c0f\u89c4\u6a21PoC\uff08proof of concept\uff09\uff0c\u8c03\u7814\u4e0d\u540c\u5b9e\u4f8b\u7684\u5b9e\u9645\u541e\u5410\u4e0e\u5ef6\u8fdf\u6570\u636e\uff0c\u518d\u505a\u89c4\u6a21\u5316\u91c7\u8d2d\u3002<\/p>\n<h2>\u603b\u7ed3\uff1a\u5728\u9999\u6e2fVPS\u4e0a\u6784\u5efa\u6781\u901f\u4e14\u9ad8\u53ef\u9760\u6027\u7684GAN\u5e73\u53f0<\/h2>\n<p>\u901a\u8fc7\u5408\u7406\u9009\u62e9\u9999\u6e2fVPS\u6216\u7ed3\u5408\u7f8e\u56fdVPS\/\u7f8e\u56fd\u670d\u52a1\u5668\u7684\u6df7\u5408\u67b6\u6784\uff0c\u7ed3\u5408GPU\u8d44\u6e90\u3001\u5b58\u50a8\u3001\u7f51\u7edc\u4e0e\u8f6f\u4ef6\u5c42\u9762\u7684\u4f18\u5316\uff0c\u53ef\u4ee5\u5728\u4fdd\u969c\u56fe\u50cf\u8d28\u91cf\u7684\u524d\u63d0\u4e0b\uff0c\u5b9e\u73b0\u4f4e\u5ef6\u8fdf\u3001\u9ad8\u541e\u5410\u4e0e\u6210\u672c\u53ef\u63a7\u7684\u751f\u6210\u5f0fAI\u670d\u52a1\u3002\u5173\u952e\u5728\u4e8e\uff1a\u5bf9\u8bad\u7ec3\u4e0e\u63a8\u7406\u7684\u4e0d\u540c\u9700\u6c42\u8fdb\u884c\u8d44\u6e90\u5206\u5c42\u3001\u5229\u7528\u6df7\u5408\u7cbe\u5ea6\u4e0e\u63a8\u7406\u52a0\u901f\u6280\u672f\uff0c\u4ee5\u53ca\u90e8\u7f72\u5b8c\u5584\u7684\u76d1\u63a7\u4e0e\u5f39\u6027\u4f38\u7f29\u7b56\u7565\u3002<\/p>\n<p>\u82e5\u60a8\u5e0c\u671b\u5feb\u901f\u4e0a\u624b\u6216\u5bf9\u7167\u81ea\u8eab\u9700\u6c42\u9009\u62e9\u5408\u9002\u7684\u5b9e\u4f8b\uff0c\u53ef\u4ee5\u53c2\u8003\u5e76\u8bd5\u7528\u9999\u6e2f\u5730\u533a\u7684\u4e91\u4e3b\u673a\u4e0eVPS\u8d44\u6e90\uff0c\u6309\u9700\u6269\u5c55GPU\u6216\u9ad8\u6027\u80fd\u8ba1\u7b97\u5b9e\u4f8b\u4ee5\u6ee1\u8db3\u8bad\u7ec3\u4e0e\u63a8\u7406\u7684\u4e0d\u540c\u9636\u6bb5\u3002\u66f4\u591a\u5173\u4e8e\u9999\u6e2fVPS\u7684\u4ea7\u54c1\u4fe1\u606f\u4e0e\u914d\u7f6e\u9009\u9879\uff0c\u8bf7\u8bbf\u95ee Server.HK \u7684\u9999\u6e2fVPS\u9875\u9762\uff1a<a href=\"https:\/\/www.server.hk\/cloud.php\" target=\"_blank\" rel=\"noopener\">https:\/\/www.server.hk\/cloud.php<\/a>\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u5728GAN\u56fe\u50cf\u751f\u6210\u7684\u6027\u80fd\u4e89\u593a\u4e2d\uff0c\u9999\u6e2fVPS\u52a0\u901fGAN\u80fd\u4ee5\u66f4\u4f4e\u5ef6\u8fdf\u548c\u66f4\u9ad8\u5e26\u5bbd\u4f18\u52bf\u663e\u8457\u63d0\u5347\u8bad\u7ec3\u4e0e\u63a8\u7406\u6548\u7387\uff0c\u540c\u65f6\u517c\u987e\u6210\u672c\u4e0e\u53ef\u9760\u6027\u3002\u672c\u6587\u4ece\u539f\u7406\u5230\u5b9e\u6218\u5bf9\u6bd4\u9999\u6e2fVPS\u3001\u7f8e\u56fdVPS\u4e0e\u7f8e\u56fd\u670d\u52a1\u5668\uff0c\u52a9\u4f60\u4e3a\u7ad9\u957f\u3001\u4f01\u4e1a\u4e0e\u5f00\u53d1\u8005\u6253\u9020\u4e00\u5957\u6781\u901f\u4e14\u9ad8\u53ef\u9760\u6027\u7684AI\u5e73\u53f0\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":[2638,1782,2639,2637,720,2640,2641,2642,107,1565],"class_list":["post-209342","post","type-post","status-publish","format-standard","hentry","category-4927","tag-ai","tag-gan","tag-gpu","tag-vpsgan","tag-720","tag-2640","tag-2641","tag-2642","tag-vps","tag-1565"],"_links":{"self":[{"href":"https:\/\/server.hk\/cnblog\/wp-json\/wp\/v2\/posts\/209342","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=209342"}],"version-history":[{"count":1,"href":"https:\/\/server.hk\/cnblog\/wp-json\/wp\/v2\/posts\/209342\/revisions"}],"predecessor-version":[{"id":209343,"href":"https:\/\/server.hk\/cnblog\/wp-json\/wp\/v2\/posts\/209342\/revisions\/209343"}],"wp:attachment":[{"href":"https:\/\/server.hk\/cnblog\/wp-json\/wp\/v2\/media?parent=209342"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/server.hk\/cnblog\/wp-json\/wp\/v2\/categories?post=209342"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/server.hk\/cnblog\/wp-json\/wp\/v2\/tags?post=209342"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}