{"id":208572,"date":"2025-09-29T19:10:22","date_gmt":"2025-09-29T11:10:22","guid":{"rendered":"https:\/\/www.server.hk\/blog\/208572\/"},"modified":"2025-09-29T19:10:23","modified_gmt":"2025-09-29T11:10:23","slug":"vps-gpu","status":"publish","type":"post","link":"https:\/\/server.hk\/cnblog\/208572\/","title":{"rendered":"\u9999\u6e2fVPS GPU\u52a0\u901fAI\u6a21\u578b\u8bad\u7ec3\uff1a\u4f4e\u5ef6\u8fdf\u3001\u9ad8\u6027\u80fd\u3001\u7075\u6d3b\u6269\u5c55"},"content":{"rendered":"<p>\u5728AI\u6a21\u578b\u8bad\u7ec3\u4e0e\u63a8\u7406\u7684\u5b9e\u8df5\u4e2d\uff0c<strong>\u90e8\u7f72\u5728\u9999\u6e2f\u7684\u6570\u636e\u4e2d\u5fc3\u5e76\u7ed3\u5408GPU\u52a0\u901f\u7684VPS<\/strong>\uff0c\u80fd\u591f\u4e3a\u4e9a\u592a\u5730\u533a\u7684\u7ad9\u957f\u3001\u4f01\u4e1a\u4e0e\u5f00\u53d1\u8005\u63d0\u4f9b\u4f4e\u5ef6\u8fdf\u3001\u9ad8\u6027\u80fd\u4e0e\u7075\u6d3b\u6269\u5c55\u7684\u6574\u5957\u89e3\u51b3\u65b9\u6848\u3002\u76f8\u6bd4\u5c06\u8ba1\u7b97\u8d44\u6e90\u653e\u7f6e\u5728\u7f8e\u56fdVPS\u6216\u7f8e\u56fd\u670d\u52a1\u5668\u4e0a\uff0c\u9999\u6e2fVPS\u5728\u7f51\u7edc\u5ef6\u65f6\u3001\u5e26\u5bbd\u6210\u672c\u4e0e\u5408\u89c4\u6027\u65b9\u9762\u5177\u5907\u660e\u663e\u4f18\u52bf\u3002\u672c\u6587\u5c06\u4ece\u539f\u7406\u3001\u5e94\u7528\u573a\u666f\u3001\u4f18\u52bf\u5bf9\u6bd4\u4e0e\u9009\u8d2d\u5efa\u8bae\u7b49\u6280\u672f\u5c42\u9762\u8fdb\u884c\u6df1\u5165\u5256\u6790\uff0c\u5e2e\u52a9\u8bfb\u8005\u7406\u6027\u9009\u578b\u5e76\u9ad8\u6548\u5229\u7528GPU\u52a0\u901f\u7684\u9999\u6e2fVPS\u3002<\/p>\n<h2>GPU\u52a0\u901f\u7684\u57fa\u672c\u539f\u7406<\/h2>\n<p>GPU\uff08Graphics Processing Unit\uff09\u64c5\u957f\u5927\u89c4\u6a21\u5e76\u884c\u8ba1\u7b97\uff0c\u5176\u6838\u5fc3\u4ef7\u503c\u5728\u4e8e\u901a\u8fc7\u6570\u5343\u4e2a\u5c0f\u5904\u7406\u5355\u5143\u540c\u65f6\u6267\u884c\u77e9\u9635\u8fd0\u7b97\u548c\u5f20\u91cf\u8ba1\u7b97\uff0c\u663e\u8457\u63d0\u5347\u6df1\u5ea6\u5b66\u4e60\u8bad\u7ec3\u4e0e\u63a8\u7406\u7684\u541e\u5410\u91cf\u3002\u73b0\u4ee3AI\u5806\u6808\u4e2d\u5e38\u89c1\u7684\u52a0\u901f\u6280\u672f\u5305\u62ec\uff1a<\/p>\n<ul>\n<li><strong>CUDA<\/strong>\u4e0e\u9a71\u52a8\uff1aNVIDIA\u7684CUDA\u5e73\u53f0\u4e0e\u9a71\u52a8\u662f\u591a\u6570\u6df1\u5ea6\u5b66\u4e60\u6846\u67b6\uff08\u5982PyTorch\u3001TensorFlow\uff09\u5bf9GPU\u76f4\u63a5\u8c03\u7528\u7684\u57fa\u7840\u3002<\/li>\n<li><strong>cuDNN<\/strong>\u4e0eTensorRT\uff1a\u9488\u5bf9\u795e\u7ecf\u7f51\u7edc\u64cd\u4f5c\u7684\u5e93\u4e0e\u63a8\u7406\u4f18\u5316\u5de5\u5177\uff0c\u80fd\u5728\u63a8\u7406\u9636\u6bb5\u8fdb\u4e00\u6b65\u964d\u4f4e\u5ef6\u8fdf\u3002<\/li>\n<li><strong>\u6df7\u5408\u7cbe\u5ea6\u8bad\u7ec3<\/strong>\uff08FP16\/FP32\uff09\uff1a\u901a\u8fc7\u4f7f\u7528Tensor Cores\u5b9e\u73b0\u66f4\u9ad8\u7684\u8ba1\u7b97\u5bc6\u5ea6\u4e0e\u5185\u5b58\u6548\u7387\uff0c\u51cf\u5c11\u663e\u5b58\u5360\u7528\uff0c\u52a0\u5feb\u8bad\u7ec3\u901f\u5ea6\u3002<\/li>\n<li><strong>\u591aGPU\u901a\u4fe1<\/strong>\uff1a\u4f7f\u7528NCCL\u3001Horovod\u6216\u5206\u5e03\u5f0fPyTorch\uff0c\u7ed3\u5408PCIe\u6216NVLink\u5b9e\u73b0\u9ad8\u6548\u7387\u7684\u68af\u5ea6\u540c\u6b65\u3002<\/li>\n<li><strong>\u865a\u62df\u5316\u4e0e\u76f4\u901a<\/strong>\uff08vGPU vs. GPU Passthrough\uff09\uff1avGPU\u5141\u8bb8\u591a\u4e2a\u865a\u62df\u673a\u5171\u4eab\u7269\u7406GPU\u8d44\u6e90\uff0c\u800cGPU Passthrough\u5c06\u6574\u4e2aGPU\u76f4\u901a\u7ed9\u5355\u4e2a\u865a\u673a\u4ee5\u83b7\u53d6\u8fd1\u539f\u751f\u6027\u80fd\u3002<\/li>\n<\/ul>\n<h3>GPU\u4e92\u8054\u4e0e\u6570\u636e\u4ea4\u6362<\/h3>\n<p>\u5728\u591a\u5361\u8bad\u7ec3\u4e2d\uff0cGPU\u95f4\u901a\u4fe1\u5ef6\u65f6\u76f4\u63a5\u5f71\u54cd\u540c\u6b65SGD\u7684\u6548\u7387\u3002\u5e38\u7528\u4e92\u8054\u6280\u672f\u5305\u62ecPCIe\u3001NVLink\u548cInfiniBand\u3002PCIe\u9002\u5408\u5c0f\u89c4\u6a21\u90e8\u7f72\uff0cNVLink\u63d0\u4f9b\u66f4\u9ad8\u5e26\u5bbd\u4e0e\u66f4\u4f4e\u5ef6\u8fdf\uff0c\u800cInfiniBand\uff08RDMA\uff09\u5728\u8de8\u673a\u5206\u5e03\u5f0f\u8bad\u7ec3\u4e2d\u80fd\u663e\u8457\u964d\u4f4e\u901a\u4fe1\u5f00\u9500\u3002\u5bf9\u4e8e\u4e91\u4e0a\u9999\u6e2fVPS\uff0c\u5173\u6ce8\u662f\u5426\u652f\u6301\u9ad8\u901f\u4e92\u8054\u3001GPU\u76f4\u8fde\u6216\u540c\u673a\u591aGPU\u662f\u5173\u952e\u3002<\/p>\n<h2>\u9002\u5408\u6258\u7ba1\u5728\u9999\u6e2fVPS\u7684\u5e94\u7528\u573a\u666f<\/h2>\n<ul>\n<li>\u5728\u7ebf\u63a8\u7406\u670d\u52a1\uff1a\u9700\u8981\u4f4e\u5ef6\u8fdf\u54cd\u5e94\u7684\u5728\u7ebfAPI\uff08\u4f8b\u5982\u5ba2\u670d\u673a\u5668\u4eba\u3001\u63a8\u8350\u7cfb\u7edf\uff09\uff0c\u5c06\u6a21\u578b\u90e8\u7f72\u5728\u9999\u6e2f\u80fd\u4e3a\u9999\u6e2f\u3001\u534e\u5357\u3001\u4e1c\u5357\u4e9a\u7528\u6237\u63d0\u4f9b\u66f4\u597d\u4f53\u9a8c\u3002<\/li>\n<li>\u8fb9\u7f18\u8bad\u7ec3\u4e0e\u5fae\u8c03\uff1a\u5bf9\u6a21\u578b\u8fdb\u884c\u5468\u671f\u6027\u5fae\u8c03\u6216\u5c11\u91cf\u6570\u636e\u8bad\u7ec3\u65f6\uff0c\u4f7f\u7528\u9999\u6e2fVPS\u53ef\u5b9e\u73b0\u5feb\u901f\u8fed\u4ee3\u4e0e\u4fbf\u6377\u7684\u6570\u636e\u5408\u89c4\u7ba1\u7406\u3002<\/li>\n<li>\u8de8\u533a\u6df7\u5408\u90e8\u7f72\uff1a\u8bad\u7ec3\u653e\u5728\u9ad8\u6027\u80fd\u96c6\u7fa4\uff08\u5982\u7f8e\u56fd\u670d\u52a1\u5668\u6216\u672c\u5730GPU\u96c6\u7fa4\uff09\uff0c\u63a8\u7406\u653e\u5728\u9999\u6e2f\u4ee5\u964d\u4f4e\u7528\u6237\u7aef\u5ef6\u8fdf\uff0c\u5f62\u6210\u8bad\u7ec3-\u63a8\u7406\u5206\u79bb\u67b6\u6784\u3002<\/li>\n<li>\u6570\u636e\u4e3b\u6743\u4e0e\u5408\u89c4\u9700\u6c42\uff1a\u67d0\u4e9b\u5e94\u7528\u9700\u5728\u4e2d\u56fd\u9999\u6e2f\u533a\u57df\u5b58\u50a8\u6216\u5904\u7406\u6570\u636e\uff0c\u9999\u6e2f\u670d\u52a1\u5668\u80fd\u6ee1\u8db3\u76d1\u7ba1\u4e0e\u9690\u79c1\u9700\u6c42\u3002<\/li>\n<\/ul>\n<h2>\u9999\u6e2fVPS\u5728\u4f4e\u5ef6\u8fdf\u4e0e\u7f51\u7edc\u65b9\u9762\u7684\u6280\u672f\u4f18\u52bf<\/h2>\n<p>\u9009\u62e9\u9999\u6e2f\u4f5c\u4e3a\u8282\u70b9\uff0c\u7f51\u7edc\u5c42\u9762\u7684\u4f18\u52bf\u5c24\u4e3a\u7a81\u51fa\uff1a<\/p>\n<ul>\n<li><strong>\u5730\u7406\u4e0e\u7f51\u7edc\u90bb\u8fd1\u6027\uff1a<\/strong>\u5bf9\u4e2d\u56fd\u5927\u9646\u3001\u53f0\u6e7e\u3001\u4e1c\u5357\u4e9a\u7b49\u5730\u7684\u7f51\u7edc\u8df3\u6570\u66f4\u5c11\uff0c\u5ef6\u8fdf\u901a\u5e38\u663e\u8457\u4f4e\u4e8e\u90e8\u7f72\u5728\u5317\u7f8e\u7684\u7f8e\u56fdVPS\u6216\u7f8e\u56fd\u670d\u52a1\u5668\u3002<\/li>\n<li><strong>\u4f18\u79c0\u7684\u56fd\u9645\u5e26\u5bbd\u4e0e\u9aa8\u5e72\u4e92\u8054\uff1a<\/strong>\u9999\u6e2f\u6570\u636e\u4e2d\u5fc3\u666e\u904d\u5177\u5907\u591a\u4e2a\u56fd\u9645\u8fd0\u8425\u5546\u76f4\u8fde\u4e0e\u591a\u7ebfBGP\u63a5\u5165\uff0c\u80fd\u4fdd\u8bc1\u9ad8\u53ef\u7528\u6027\u4e0e\u7a33\u5b9a\u5e26\u5bbd\u3002<\/li>\n<li><strong>CDN\u4e0e\u52a0\u901f\u7b56\u7565\uff1a<\/strong>\u7ed3\u5408\u8fb9\u7f18\u7f13\u5b58\u3001\u8d1f\u8f7d\u5747\u8861\u4e0e\u667a\u80fd\u8def\u7531\uff0c\u53ef\u8fdb\u4e00\u6b65\u964d\u4f4e\u63a8\u7406\u5ef6\u8fdf\u5e76\u63d0\u5347\u5e76\u53d1\u541e\u5410\u3002<\/li>\n<\/ul>\n<h2>\u6027\u80fd\u5bf9\u6bd4\uff1a\u9999\u6e2fVPS vs. \u7f8e\u56fdVPS \/ \u7f8e\u56fd\u670d\u52a1\u5668<\/h2>\n<p>\u5728\u9009\u62e9\u90e8\u7f72\u533a\u57df\u65f6\uff0c\u9700\u7efc\u5408\u8003\u91cf\u5ef6\u8fdf\u3001\u6210\u672c\u3001\u53ef\u6269\u5c55\u6027\u4e0e\u5408\u89c4\u3002\u4e0b\u9762\u4ece\u51e0\u4e2a\u7ef4\u5ea6\u8fdb\u884c\u5bf9\u6bd4\uff1a<\/p>\n<ul>\n<li><strong>\u5ef6\u8fdf\u4e0e\u7528\u6237\u4f53\u9a8c\uff1a<\/strong>\u9488\u5bf9\u4e9a\u592a\u7528\u6237\uff0c\u9999\u6e2fVPS\u901a\u5e38\u4f18\u4e8e\u7f8e\u56fdVPS\uff0c\u5c24\u5176\u662f\u5728\u5b9e\u65f6\u63a8\u7406\u573a\u666f\u4e2d\u3002<\/li>\n<li><strong>\u6210\u672c\u4e0e\u5b9e\u4f8b\u9009\u62e9\uff1a<\/strong>\u7f8e\u56fd\u670d\u52a1\u5668\u5728\u67d0\u4e9bGPU\u578b\u53f7\u6216\u89c4\u6a21\u5316\u6279\u91cf\u91c7\u8d2d\u65f6\u53ef\u80fd\u66f4\u4fbf\u5b9c\uff0c\u4f46\u8de8\u5883\u5e26\u5bbd\u4e0e\u6570\u636e\u56de\u4f20\u8d39\u7528\u9700\u8ba1\u5165\u603b\u6210\u672c\u3002<\/li>\n<li><strong>\u53ef\u6269\u5c55\u6027\u4e0e\u8d44\u6e90\u6c60\uff1a<\/strong>\u7f8e\u56fd\u4e91\u7aef\u901a\u5e38\u63d0\u4f9b\u66f4\u591a\u7684GPU\u578b\u53f7\uff08\u5982A100\u5927\u89c4\u6a21\u96c6\u7fa4\uff09\uff0c\u9002\u5408\u5927\u89c4\u6a21\u8bad\u7ec3\uff1b\u9999\u6e2fVPS\u5219\u5728\u4e2d\u5c0f\u89c4\u6a21\u3001\u4f4e\u5ef6\u8fdf\u573a\u666f\u66f4\u5177\u6027\u4ef7\u6bd4\u3002<\/li>\n<li><strong>\u5408\u89c4\u4e0e\u6570\u636e\u4e3b\u6743\uff1a<\/strong>\u9999\u6e2f\u5177\u5907\u6210\u719f\u7684\u5546\u4e1a\u6cd5\u5f8b\u4e0e\u6570\u636e\u5904\u7406\u73af\u5883\uff0c\u4fbf\u4e8e\u6ee1\u8db3\u533a\u5185\u5408\u89c4\u8981\u6c42\u3002<\/li>\n<\/ul>\n<h2>\u9009\u8d2d\u5efa\u8bae\uff1a\u5982\u4f55\u4e3aAI\u8bad\u7ec3\u4e0e\u63a8\u7406\u6311\u9009\u9999\u6e2fVPS<\/h2>\n<p>\u4e3a\u786e\u4fdd\u90e8\u7f72\u987a\u5229\u5e76\u6ee1\u8db3\u6027\u80fd\u9884\u671f\uff0c\u5efa\u8bae\u5173\u6ce8\u4ee5\u4e0b\u5173\u952e\u6307\u6807\uff1a<\/p>\n<ul>\n<li><strong>GPU\u578b\u53f7\u4e0e\u663e\u5b58\uff1a<\/strong>\u786e\u5b9a\u5de5\u4f5c\u8d1f\u8f7d\u662f\u8bad\u7ec3\u5927\u578b\u6a21\u578b\u8fd8\u662f\u63a8\u7406\u8f7b\u91cf\u5316\u6a21\u578b\u3002\u8bad\u7ec3\u5927\u578bTransformer\u901a\u5e38\u9700\u8981A100\u6216V100\u7c7b\u9ad8\u663e\u5b58GPU\uff1bT4\u6216RTX\u7cfb\u5217\u9002\u5408\u63a8\u7406\u4e0e\u5c0f\u6a21\u578b\u8bad\u7ec3\u3002<\/li>\n<li><strong>vGPU\u8fd8\u662f\u72ec\u5360GPU\uff1a<\/strong>\u82e5\u9700\u6700\u9ad8\u6027\u80fd\u4e0e\u6700\u4f4e\u5e72\u6270\uff0c\u9009\u62e9GPU Passthrough\uff08\u72ec\u5360\uff09\u66f4\u5408\u9002\uff1b\u82e5\u9884\u7b97\u6709\u9650\u3001\u4efb\u52a1\u8f7b\u91cf\u4e14\u591a\u7528\u6237\u5171\u4eab\uff0cvGPU\u80fd\u63d0\u5347\u8d44\u6e90\u5229\u7528\u7387\u3002<\/li>\n<li><strong>\u7f51\u7edc\u5e26\u5bbd\u4e0e\u516c\u7f51\u51fa\u53e3\uff1a<\/strong>\u5173\u6ce8\u5b9e\u4f8b\u7684\u4e0a\u884c\/\u4e0b\u884c\u5e26\u5bbd\u3001\u662f\u5426\u652f\u6301\u5f39\u6027\u516c\u7f51IP\u4ee5\u53caBGP\u591a\u7ebf\u63a5\u5165\uff0c\u5c24\u5176\u662f\u9700\u8981\u9891\u7e41\u62c9\u53d6\u8bad\u7ec3\u6570\u636e\u6216\u5bf9\u5916\u63d0\u4f9bAPI\u65f6\u3002<\/li>\n<li><strong>\u5b58\u50a8\u6027\u80fd\uff1a<\/strong>\u8bad\u7ec3\u8fc7\u7a0b\u5e38\u9700\u9ad8IOPS\u4e0e\u4f4e\u5ef6\u8fdf\uff0c\u4f18\u5148\u8003\u8651\u672c\u5730NVMe\u6216\u9ad8\u6027\u80fd\u4e91\u76d8\uff0c\u5355\u8282\u70b9\u53ef\u7528\u7684\u78c1\u76d8\u5e26\u5bbd\u53caIOPS\u4f1a\u76f4\u63a5\u5f71\u54cd\u6570\u636e\u52a0\u8f7d\u901f\u5ea6\u3002<\/li>\n<li><strong>\u8f6f\u4ef6\u4e0e\u9a71\u52a8\u652f\u6301\uff1a<\/strong>\u786e\u8ba4VPS\u662f\u5426\u9884\u88c5\u6216\u652f\u6301\u6307\u5b9a\u7684CUDA\u3001cuDNN\u3001NCCL\u7248\u672c\uff0c\u5e76\u63d0\u4f9b\u53ef\u7528\u7684\u5bb9\u5668\uff08Docker\uff09\u4e0e\u955c\u50cf\u4ed3\u5e93\u652f\u6301\uff0c\u4ee5\u4fbf\u5feb\u901f\u90e8\u7f72\u3002<\/li>\n<li><strong>\u5f39\u6027\u6269\u5c55\u80fd\u529b\uff1a<\/strong>\u8bc4\u4f30\u662f\u5426\u652f\u6301\u6309\u9700\u6269\u5bb9\u3001\u5feb\u7167\u5907\u4efd\u4e0e\u81ea\u52a8\u5316\u4f38\u7f29\u65b9\u6848\uff1b\u82e5\u8ba1\u5212\u505a\u5206\u5e03\u5f0f\u8bad\u7ec3\uff0c\u5173\u6ce8\u540c\u673a\u623f\u5b9e\u4f8b\u7684\u7f51\u7edc\u9694\u79bb\u4e0e\u9ad8\u901f\u4e92\u8054\u652f\u6301\uff08\u5982SR-IOV\u3001RDMA\uff09\u3002<\/li>\n<li><strong>\u8fd0\u7ef4\u4e0e\u76d1\u63a7\uff1a<\/strong>\u662f\u5426\u63d0\u4f9bGPU\u5229\u7528\u7387\u3001\u5185\u5b58\u3001\u6e29\u5ea6\u4e0e\u7f51\u7edc\u6d41\u91cf\u7b49\u76d1\u63a7\u6570\u636e\uff0c\u4ee5\u4fbf\u53ca\u65f6\u8c03\u6574\u8bad\u7ec3\u53c2\u6570\u4e0e\u8d44\u6e90\u5206\u914d\u3002<\/li>\n<\/ul>\n<h3>\u5206\u5e03\u5f0f\u8bad\u7ec3\u4e0e\u6a2a\u5411\u6269\u5c55\u7b56\u7565<\/h3>\n<p>\u5f53\u6a21\u578b\u89c4\u6a21\u8d85\u51fa\u5355\u5361\u80fd\u529b\u65f6\uff0c\u53ef\u4ee5\u91c7\u7528\u6570\u636e\u5e76\u884c\u6216\u6a21\u578b\u5e76\u884c\u7b56\u7565\uff0c\u7ed3\u5408Horovod\u6216\u5206\u5e03\u5f0fPyTorch\u3002\u5173\u952e\u70b9\uff1a<\/p>\n<ul>\n<li>\u4f7f\u7528NCCL\u8fdb\u884cGPU\u95f4\u9ad8\u6548\u901a\u4fe1\uff0c\u5e76\u786e\u4fdd\u7f51\u7edc\u652f\u6301RDMA\u6216\u4f4e\u5ef6\u8fdf\u4ea4\u6362\u3002<\/li>\n<li>\u5408\u7406\u8bbe\u7f6ebatch size\u4e0e\u5b66\u4e60\u7387\u7ebf\u6027\u653e\u7f29\u7b56\u7565\uff0c\u907f\u514d\u901a\u4fe1\u74f6\u9888\u5bfc\u81f4\u52a0\u901f\u6bd4\u9000\u5316\u3002<\/li>\n<li>\u91c7\u7528\u5206\u5c42\u5b58\u50a8\uff08\u672c\u5730\u7f13\u5b58 + \u5206\u5e03\u5f0f\u6587\u4ef6\u7cfb\u7edf\uff09\u51cf\u5c11\u7f51\u7edcIO\u5bf9\u8bad\u7ec3\u7684\u5f71\u54cd\u3002<\/li>\n<\/ul>\n<h2>\u6210\u672c\u4f18\u5316\u4e0e\u5b9e\u9645\u8fd0\u7ef4\u5efa\u8bae<\/h2>\n<p>\u5728\u4fdd\u6301\u6027\u80fd\u7684\u524d\u63d0\u4e0b\uff0c\u5408\u7406\u7684\u6210\u672c\u63a7\u5236\u540c\u6837\u91cd\u8981\uff1a<\/p>\n<ul>\n<li>\u6309\u9700\u4e0e\u9884\u7559\u5b9e\u4f8b\u76f8\u7ed3\u5408\uff1a\u77ed\u671f\u5b9e\u9a8c\u4f7f\u7528\u6309\u5c0f\u65f6\u8ba1\u8d39\uff0c\u957f\u671f\u7a33\u5b9a\u8d1f\u8f7d\u53ef\u9009\u62e9\u6708\u5ea6\/\u5e74\u5ea6\u9884\u7559\u4ee5\u964d\u4f4e\u8d39\u7528\u3002<\/li>\n<li>\u6df7\u5408\u90e8\u7f72\u7b56\u7565\uff1a\u8bad\u7ec3\u653e\u5728\u6210\u672c\u66f4\u4f4e\u7684\u5927\u578bGPU\u96c6\u7fa4\uff08\u53ef\u5728\u7f8e\u56fd\u670d\u52a1\u5668\u6216\u4e13\u6709\u96c6\u7fa4\uff09\uff0c\u63a8\u7406\u653e\u5728\u9999\u6e2f\u4ee5\u964d\u4f4e\u7528\u6237\u5ef6\u8fdf\u3002<\/li>\n<li>\u5f00\u542f\u6df7\u5408\u7cbe\u5ea6\u8bad\u7ec3\u4e0e\u68af\u5ea6\u7d2f\u52a0\uff1a\u5728\u663e\u5b58\u53d7\u9650\u65f6\u901a\u8fc7\u6280\u672f\u624b\u6bb5\u63d0\u9ad8\u5355\u5361\u5229\u7528\u7387\uff0c\u51cf\u5c11\u6269\u5c55\u9700\u6c42\u3002<\/li>\n<\/ul>\n<h2>\u603b\u7ed3<\/h2>\n<p>\u603b\u4f53\u800c\u8a00\uff0c<strong>\u9999\u6e2fVPS\u7ed3\u5408GPU\u52a0\u901f<\/strong>\u662f\u9762\u5411\u4e9a\u592a\u7528\u6237\u63d0\u4f9b\u4f4e\u5ef6\u8fdf\u3001\u9ad8\u6027\u80fdAI\u8bad\u7ec3\u4e0e\u63a8\u7406\u670d\u52a1\u7684\u7406\u60f3\u9009\u62e9\u3002\u901a\u8fc7\u5408\u7406\u6311\u9009GPU\u578b\u53f7\uff08\u72ec\u5360\u6216vGPU\uff09\u3001\u786e\u4fdd\u5b58\u50a8\u4e0e\u7f51\u7edc\u5e26\u5bbd\u5339\u914d\u8bad\u7ec3\u9700\u6c42\u3001\u5e76\u91c7\u7528\u5206\u5e03\u5f0f\u8bad\u7ec3\u4f18\u5316\u5de5\u5177\uff08NCCL\u3001Horovod\u3001RDMA\uff09\uff0c\u53ef\u4ee5\u5728\u6210\u672c\u4e0e\u6027\u80fd\u4e4b\u95f4\u53d6\u5f97\u826f\u597d\u5e73\u8861\u3002\u5bf9\u4e8e\u9700\u8981\u8986\u76d6\u5168\u7403\u7528\u6237\u6216\u8fdb\u884c\u5927\u89c4\u6a21\u8bad\u7ec3\u7684\u9879\u76ee\uff0c\u53ef\u4ee5\u5c06\u9999\u6e2fVPS\u4e0e\u7f8e\u56fdVPS\u6216\u7f8e\u56fd\u670d\u52a1\u5668\u8fdb\u884c\u6df7\u5408\u90e8\u7f72\uff0c\u5206\u522b\u627f\u62c5\u63a8\u7406\u4e0e\u8bad\u7ec3\u7684\u4efb\u52a1\uff0c\u4ece\u800c\u5b9e\u73b0\u6027\u80fd\u4e0e\u6210\u672c\u7684\u6700\u4f18\u7ec4\u5408\u3002<\/p>\n<p>\u60f3\u4e86\u89e3\u66f4\u591a\u9999\u6e2fVPS\u4ea7\u54c1\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><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u5c06AI\u5de5\u4f5c\u8d1f\u8f7d\u90e8\u7f72\u4e8e\u9999\u6e2f\u5e76\u91c7\u7528\u9999\u6e2fVPS GPU\u52a0\u901f\uff0c\u53ef\u5728\u4e9a\u592a\u5730\u533a\u663e\u8457\u964d\u4f4e\u5ef6\u8fdf\u3001\u63d0\u5347\u8bad\u7ec3\u541e\u5410\u91cf\u5e76\u7075\u6d3b\u6269\u5c55\u8d44\u6e90\u3002\u672c\u6587\u4ece\u539f\u7406\u3001\u5e94\u7528\u573a\u666f\u4e0e\u9009\u8d2d\u5efa\u8bae\u7b49\u89d2\u5ea6\uff0c\u5e2e\u52a9\u7ad9\u957f\u4e0e\u5f00\u53d1\u8005\u7406\u6027\u8bc4\u4f30\u5e76\u9ad8\u6548\u5229\u7528\u8fd9\u4e00\u65b9\u6848\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":[565,564,445,566,568,567,107,563,381],"class_list":["post-208572","post","type-post","status-publish","format-standard","hentry","category-4927","tag-ai","tag-gpu","tag-445","tag-566","tag-568","tag-567","tag-vps","tag-vps-gpu"],"_links":{"self":[{"href":"https:\/\/server.hk\/cnblog\/wp-json\/wp\/v2\/posts\/208572","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=208572"}],"version-history":[{"count":1,"href":"https:\/\/server.hk\/cnblog\/wp-json\/wp\/v2\/posts\/208572\/revisions"}],"predecessor-version":[{"id":208573,"href":"https:\/\/server.hk\/cnblog\/wp-json\/wp\/v2\/posts\/208572\/revisions\/208573"}],"wp:attachment":[{"href":"https:\/\/server.hk\/cnblog\/wp-json\/wp\/v2\/media?parent=208572"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/server.hk\/cnblog\/wp-json\/wp\/v2\/categories?post=208572"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/server.hk\/cnblog\/wp-json\/wp\/v2\/tags?post=208572"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}