{"id":208818,"date":"2025-09-29T22:25:38","date_gmt":"2025-09-29T14:25:38","guid":{"rendered":"https:\/\/www.server.hk\/blog\/208818\/"},"modified":"2025-09-29T22:25:39","modified_gmt":"2025-09-29T14:25:39","slug":"vps-gpu-2","status":"publish","type":"post","link":"https:\/\/server.hk\/cnblog\/208818\/","title":{"rendered":"\u9999\u6e2fVPS\u63a8\u51faGPU\u9009\u9879\uff1a\u9ad8\u6027\u80fd\u4f4e\u5ef6\u8fdf\uff0c\u7acb\u5373\u52a0\u901fAI\u8ba1\u7b97"},"content":{"rendered":"<p>\u968f\u7740\u4eba\u5de5\u667a\u80fd\u6a21\u578b\u89c4\u6a21\u548c\u63a8\u7406\u9700\u6c42\u4e0d\u65ad\u589e\u957f\uff0c\u8bb8\u591a\u7ad9\u957f\u3001\u4f01\u4e1a\u548c\u5f00\u53d1\u8005\u5f00\u59cb\u5bfb\u6c42\u4f4e\u5ef6\u8fdf\u3001\u9ad8\u541e\u5410\u91cf\u7684\u8ba1\u7b97\u8d44\u6e90\u6765\u652f\u6491\u8bad\u7ec3\u4e0e\u5728\u7ebf\u63a8\u7406\u670d\u52a1\u3002\u9999\u6e2f\u4f5c\u4e3a\u4e9a\u592a\u91cd\u8981\u7684\u7f51\u7edc\u67a2\u7ebd\uff0c\u8fd1\u5e74\u4e91\u670d\u52a1\u5546\u5728\u672c\u5730\u6570\u636e\u4e2d\u5fc3\u63a8\u51fa\u4e86\u652f\u6301 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GPU\uff0c\u9002\u5408\u591a\u79df\u6237\u6216\u8f7b\u91cf\u7ea7\u63a8\u7406\u573a\u666f\u3002<\/li>\n<li>\u5bb9\u5668\u5316\u4e0e\u9a71\u52a8\u6808\uff1a\u57fa\u4e8e Docker + NVIDIA Container Toolkit\uff08\u6216 nvidia-docker\uff09\u6765\u7ba1\u7406\u8fd0\u884c\u65f6\uff0c\u914d\u5408\u5408\u9002\u7248\u672c\u7684 NVIDIA \u9a71\u52a8\u3001CUDA\u3001cuDNN\u3001TensorRT \u7b49\u5e93\u3002<\/li>\n<li>\u7f51\u7edc\u4e0e\u5b58\u50a8\u52a0\u901f\uff1a\u914d\u5408 10GbE \/ 25GbE \u6216\u66f4\u9ad8\u7684\u7f51\u7edc\u5e26\u5bbd\uff0c\u4ee5\u53ca NVMe SSD \u63d0\u4f9b\u9ad8\u541e\u5410\u4e0e\u4f4e\u5ef6\u8fdf I\/O\uff0c\u907f\u514d\u6570\u636e\u52a0\u8f7d\u6210\u4e3a\u74f6\u9888\u3002<\/li>\n<\/ul>\n<p><strong>\u5173\u952e\u6307\u6807<\/strong>\uff1aGPU \u578b\u53f7\uff08\u5982 T4\u3001A10\u3001A100\u3001RTX \u7cfb\u5217\uff09\u3001\u663e\u5b58\u5927\u5c0f\uff088GB\u300116GB\u300140GB\u300180GB \u7b49\uff09\u3001GPU \u6838\u5fc3\u6570\u3001PCIe \u901a\u9053\u901f\u7387\u3001GPU 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\u5bf9\u4ee5\u4e0b\u573a\u666f\u80fd\u5e26\u6765\u663e\u8457\u6548\u76ca\uff1a<\/p>\n<h3>\u5728\u7ebf\u63a8\u7406\uff08\u4f4e\u5ef6\u8fdf\u670d\u52a1\uff09<\/h3>\n<p>\u4f8b\u5982\u667a\u80fd\u5ba2\u670d\u3001\u63a8\u8350\u7cfb\u7edf\u548c\u5b9e\u65f6\u89c6\u9891\u5206\u6790\u7b49\u573a\u666f\uff0c\u5bf9\u5ef6\u8fdf\u975e\u5e38\u654f\u611f\u3002\u90e8\u7f72\u5728\u9999\u6e2f\u7684 GPU VPS \u80fd\u63d0\u4f9b\u5730\u7406\u4f4d\u7f6e\u4e0a\u7684\u4f18\u52bf\uff0c\u5c24\u5176\u5bf9\u4e2d\u56fd\u5927\u9646\u3001\u4e1c\u5357\u4e9a\u548c\u9999\u6e2f\u672c\u5730\u7528\u6237\u5177\u6709\u66f4\u77ed\u7684\u7f51\u7edc\u5f80\u8fd4\u65f6\u95f4\u3002\u76f8\u6bd4\u5c06\u6a21\u578b\u90e8\u7f72\u5728\u7f8e\u56fdVPS \u6216\u7f8e\u56fd\u670d\u52a1\u5668\u4e0a\uff0c\u8de8\u592a\u5e73\u6d0b\u94fe\u8def\u7684 RTT \u8f83\u9ad8\uff0c\u4f1a\u589e\u52a0\u611f\u77e5\u5ef6\u8fdf\u3002<\/p>\n<h3>\u6a21\u578b\u5fae\u8c03\u4e0e\u5c0f\u89c4\u6a21\u8bad\u7ec3<\/h3>\n<p>\u5bf9\u4e8e\u9700\u8981\u5b9a\u671f\u5bf9\u57fa\u7840\u6a21\u578b\u8fdb\u884c\u5fae\u8c03\u7684\u4f01\u4e1a\u7528\u6237\uff0cGPU VPS \u63d0\u4f9b\u6309\u9700\u5f39\u6027\u6269\u5c55\u7684\u80fd\u529b\uff0c\u907f\u514d\u91c7\u8d2d\u6574\u673a\u7684\u9ad8\u524d\u671f\u6295\u5165\u3002\u4f7f\u7528 NVMe \u5b58\u50a8\u4e0e\u9ad8\u901f\u7f51\u7edc\uff0c\u53ef\u4ee5\u663e\u8457\u7f29\u77ed\u6570\u636e\u52a0\u8f7d\u4e0e checkpoint \u7684\u65f6\u95f4\u3002<\/p>\n<h3>\u5f00\u53d1\u4e0e\u6d4b\u8bd5\u73af\u5883<\/h3>\n<p>\u5f00\u53d1\u8005\u53ef\u4ee5\u5728\u9999\u6e2fVPS \u4e0a\u5feb\u901f\u6784\u5efa\u4e0e CI\/CD \u96c6\u6210\u7684\u8bad\u7ec3\/\u63a8\u7406\u6d41\u6c34\u7ebf\uff0c\u914d\u5408\u5bb9\u5668\u5316\u5b9e\u73b0\u73af\u5883\u4e00\u81f4\u6027\uff0c\u51cf\u5c11\u5728\u672c\u5730\u673a\u4e0e\u751f\u4ea7\u73af\u5883\u95f4\u7684\u201c\u4f9d\u8d56\u5730\u72f1\u201d\u95ee\u9898\u3002<\/p>\n<h2>\u4e0e CPU \u5b9e\u4f8b\u3001\u7f8e\u56fdVPS\/\u7f8e\u56fd\u670d\u52a1\u5668 \u7684\u5bf9\u6bd4\u4f18\u52bf<\/h2>\n<p><strong>\u8ba1\u7b97\u6548\u7387\uff1a<\/strong>\u76f8\u5bf9\u4e8e\u7eaf CPU \u5b9e\u4f8b\uff0cGPU \u5728\u77e9\u9635\u8fd0\u7b97\u5bc6\u96c6\u578b\u4efb\u52a1\u4e0a\u901a\u5e38\u80fd\u5b9e\u73b0 10x \u81f3 100x \u7684\u901f\u5ea6\u63d0\u5347\uff0c\u4ece\u800c\u5728\u540c\u6837\u65f6\u95f4\u5185\u5904\u7406\u66f4\u591a\u8bf7\u6c42\u6216\u5728\u66f4\u77ed\u65f6\u95f4\u5185\u5b8c\u6210\u8bad\u7ec3\u3002<\/p>\n<p><strong>\u6210\u672c\u4e0e\u5ef6\u8fdf\u8003\u91cf\uff1a<\/strong>\u867d\u7136\u5355\u5c0f\u65f6\u7684 GPU VPS \u6210\u672c\u9ad8\u4e8e\u666e\u901a CPU VPS\uff0c\u4f46\u5f53\u4f60\u8861\u91cf\u5355\u4f4d\u4efb\u52a1\u7684\u5b8c\u6210\u65f6\u95f4\u548c\u6574\u4f53\u8d44\u6e90\u6d88\u8017\u65f6\uff0cGPU \u901a\u5e38\u80fd\u964d\u4f4e\u603b\u6210\u672c\uff08TCO\uff09\u3002\u6b64\u5916\uff0c\u9009\u62e9\u9999\u6e2f\u670d\u52a1\u5668\u90e8\u7f72\u63a8\u7406\u670d\u52a1\u80fd\u663e\u8457\u964d\u4f4e\u9762\u5411\u4e9a\u592a\u7528\u6237\u7684\u7f51\u7edc\u5ef6\u8fdf\uff1b\u800c\u7f8e\u56fdVPS\/\u7f8e\u56fd\u670d\u52a1\u5668 \u5219\u5728\u9762\u5411\u7f8e\u6d32\u7528\u6237\u6216\u9700\u9075\u5b88\u7f8e\u56fd\u5883\u5185\u6570\u636e\u6cd5\u89c4\u7684\u573a\u666f\u4e2d\u66f4\u5408\u9002\u3002<\/p>\n<p><strong>\u53ef\u6269\u5c55\u6027\uff1a<\/strong>\u73b0\u4ee3 GPU VPS \u63d0\u4f9b\u6309\u9700\u6269\u5c55\u3001\u5feb\u7167\u4e0e\u955c\u50cf\u652f\u6301\uff0c\u914d\u5408 Kubernetes \u6216\u5bb9\u5668\u7f16\u6392\uff0c\u53ef\u4ee5\u5b9e\u73b0\u81ea\u52a8\u6269\u5bb9\u4e0e\u5f39\u6027\u4f38\u7f29\u3002\u5bf9\u4e8e\u9700\u8981\u8de8\u5730\u57df\u5bb9\u707e\u6216\u5168\u7403\u5206\u53d1\u7684\u5e94\u7528\uff0c\u53ef\u5728\u7f8e\u56fd\u670d\u52a1\u5668 \u4e0e\u9999\u6e2f\u670d\u52a1\u5668\u4e4b\u95f4\u6784\u5efa\u591a\u6d3b\u6216\u4e3b\u5907\u67b6\u6784\u3002<\/p>\n<h2>\u90e8\u7f72\u7ec6\u8282\u4e0e\u6027\u80fd\u4f18\u5316\u5efa\u8bae<\/h2>\n<p>\u4e0b\u9762\u5217\u51fa\u4e00\u4e9b\u5b9e\u6218\u7ea7\u7684\u914d\u7f6e\u4e0e\u8c03\u4f18\u5efa\u8bae\uff0c\u5e2e\u52a9\u4f60\u5728\u9999\u6e2fVPS \u4e0a\u6700\u5927\u5316 GPU \u6027\u80fd\uff1a<\/p>\n<ul>\n<li><strong>\u5339\u914d\u9a71\u52a8\u4e0e CUDA \u7248\u672c\uff1a<\/strong>\u786e\u4fdd\u5bbf\u4e3b\u673a NVIDIA \u9a71\u52a8\u7248\u672c\u4e0e\u5bb9\u5668\u5185\u7684 CUDA\u3001cuDNN\u3001TensorRT \u7248\u672c\u517c\u5bb9\u3002\u4e0d\u540c GPU \u578b\u53f7\u5bf9\u9a71\u52a8\u7248\u672c\u6709\u7279\u5b9a\u8981\u6c42\uff0c\u5347\u7ea7\u6216\u56de\u6eda\u9a71\u52a8\u9700\u8c28\u614e\u3002<\/li>\n<li><strong>\u4f7f\u7528 PCIe Passthrough \u6216 SR-IOV\uff1a<\/strong>\u82e5\u9700\u8981\u6700\u5927\u6027\u80fd\uff0c\u4f18\u5148\u9009\u62e9 GPU \u76f4\u901a\uff1b\u82e5\u9700\u591a\u79df\u6237\u5171\u4eab\uff0c\u91c7\u7528 vGPU \u6216 SR-IOV \u6280\u672f\u3002<\/li>\n<li><strong>\u5408\u7406\u5206\u914d\u663e\u5b58\uff1a<\/strong>\u8bad\u7ec3\u5927\u6a21\u578b\u65f6\u663e\u5b58\u662f\u74f6\u9888\uff0c\u53ef\u91c7\u7528\u6df7\u5408\u7cbe\u5ea6\u8bad\u7ec3\uff08FP16\/AMP\uff09\uff0c\u68af\u5ea6\u7d2f\u79ef\uff08gradient accumulation\uff09\u6216\u6a21\u578b\u5e76\u884c\u3001\u6570\u636e\u5e76\u884c\u7b56\u7565\u6765\u964d\u4f4e\u663e\u5b58\u9700\u6c42\u3002<\/li>\n<li><strong>\u5229\u7528 NVMe \u4e0e\u5185\u5b58\u7f13\u5b58\uff1a<\/strong>\u8bad\u7ec3\u6570\u636e\u96c6\u8f83\u5927\u65f6\uff0c\u7528 NVMe + \u5185\u5b58\u7f13\u5b58\uff08ramdisk\uff09\u51cf\u5c11 I\/O \u5ef6\u8fdf\uff0c\u907f\u514d GPU \u7a7a\u8dd1\u7b49\u5f85\u6570\u636e\u52a0\u8f7d\u3002<\/li>\n<li><strong>\u7f51\u7edc\u4f18\u5316\uff1a<\/strong>\u5bf9\u4e8e\u5206\u5e03\u5f0f\u8bad\u7ec3\uff0c\u4f7f\u7528 25GbE \u6216\u66f4\u9ad8\u5e26\u5bbd\u5e76\u5f00\u542f RDMA\/InfiniBand\uff08\u82e5\u53ef\u7528\uff09\u80fd\u663e\u8457\u51cf\u5c11\u53c2\u6570\u540c\u6b65\u65f6\u95f4\u3002<\/li>\n<li><strong>\u5bb9\u5668\u5316\u4e0e\u955c\u50cf\u7ba1\u7406\uff1a<\/strong>\u6784\u5efa\u8f7b\u91cf\u5316\u3001\u7248\u672c\u53ef\u63a7\u7684 GPU \u955c\u50cf\uff0c\u4f7f\u7528 NVIDIA Container Toolkit \u4fdd\u8bc1 GPU \u5728\u5bb9\u5668\u4e2d\u7684\u53ef\u89c1\u6027\u4e0e\u4e00\u81f4\u6027\u3002<\/li>\n<li><strong>\u76d1\u63a7\u4e0e\u544a\u8b66\uff1a<\/strong>\u90e8\u7f72 GPU \u5229\u7528\u7387\u3001\u663e\u5b58\u5360\u7528\u3001\u6e29\u5ea6\u548c\u529f\u8017\u7b49\u76d1\u63a7\u6307\u6807\uff08\u5982 Prometheus + nvidia-dcgm-exporter\uff09\uff0c\u53ca\u65f6\u53d1\u73b0\u74f6\u9888\u5e76\u81ea\u52a8\u89e6\u53d1\u6269\u5bb9\u6216\u964d\u8f7d\u7b56\u7565\u3002<\/li>\n<\/ul>\n<h2>\u9009\u8d2d\u5efa\u8bae\uff1a\u5982\u4f55\u6311\u9009\u5408\u9002\u7684 GPU VPS<\/h2>\n<p>\u5728\u9009\u62e9\u9999\u6e2fVPS \u7684 GPU \u65b9\u6848\u65f6\uff0c\u5e94\u4ece\u4e1a\u52a1\u9700\u6c42\u3001\u6027\u80fd\u9884\u7b97\u4e0e\u8fd0\u7ef4\u80fd\u529b\u4e09\u65b9\u9762\u7efc\u5408\u8003\u8651\uff1a<\/p>\n<h3>\u6309\u5de5\u4f5c\u8d1f\u8f7d\u9009\u62e9 GPU \u578b\u53f7<\/h3>\n<ul>\n<li>\u63a8\u7406\u4f18\u5148\u9009\u663e\u5b58\u548c Tensor Core \u652f\u6301\u597d\u7684\u4e2d\u7aef\u5361\uff08\u5982 T4\u3001A10\uff09\uff1b<\/li>\n<li>\u5c0f\u89c4\u6a21\u8bad\u7ec3\u4e0e\u5fae\u8c03\u53ef\u9009 A10\/A30\uff1b<\/li>\n<li>\u5927\u89c4\u6a21\u8bad\u7ec3\u6216\u591a\u4efb\u52a1\u5e76\u884c\u63a8\u8350 A100 \u6216\u7b49\u6548\u7684\u6570\u636e\u4e2d\u5fc3\u7ea7 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GPU\uff08preemptible\uff09\u5b9e\u4f8b\u3002\u5bf9\u4e8e\u6d4b\u8bd5\u4e0e\u7a81\u53d1\u4efb\u52a1\uff0c\u62a2\u5360\u5f0f\u5b9e\u4f8b\u80fd\u6781\u5927\u964d\u4f4e\u6210\u672c\uff1b\u800c\u751f\u4ea7\u7ea7\u5728\u7ebf\u670d\u52a1\u5e94\u9009\u62e9\u7a33\u5b9a\u7684\u6309\u9700\u6216\u4fdd\u7559\u5b9e\u4f8b\u3002<\/p>\n<h3>\u8fd0\u7ef4\u4e0e\u5b89\u5168<\/h3>\n<p>\u9009\u62e9\u63d0\u4f9b\u5b8c\u6574\u9a71\u52a8\u7ba1\u7406\u3001\u7cfb\u7edf\u5feb\u7167\u3001\u5907\u4efd\u4e0e\u9632\u706b\u5899\u652f\u6301\u7684\u670d\u52a1\u5546\uff0c\u51cf\u5c11\u8fd0\u7ef4\u6210\u672c\u3002\u5bf9\u6d89\u53ca\u654f\u611f\u6570\u636e\u7684\u573a\u666f\uff0c\u8fd8\u5e94\u8bc4\u4f30\u6570\u636e\u52a0\u5bc6\u3001\u7f51\u7edc\u9694\u79bb\u4e0e\u5408\u89c4\u80fd\u529b\u3002<\/p>\n<h2>\u603b\u7ed3<\/h2>\n<p>\u9999\u6e2fVPS \u63a8\u51fa GPU \u9009\u9879\uff0c\u4e3a\u7ad9\u957f\u3001\u4f01\u4e1a\u4e0e\u5f00\u53d1\u8005\u63d0\u4f9b\u4e86\u517c\u987e\u6027\u80fd\u3001\u5ef6\u8fdf\u4e0e\u6210\u672c\u7684 AI \u52a0\u901f\u65b9\u6848\u3002\u901a\u8fc7\u5408\u7406\u9009\u578b\uff08GPU \u578b\u53f7\u3001\u663e\u5b58\u3001\u7f51\u7edc\u5e26\u5bbd\uff09\u4e0e\u6280\u672f\u6808\uff08CUDA\u3001\u5bb9\u5668\u5316\u3001NVMe \u5b58\u50a8\u3001\u5206\u5e03\u5f0f\u901a\u4fe1\u4f18\u5316\uff09\uff0c\u53ef\u4ee5\u5728\u8bad\u7ec3\u4e0e\u63a8\u7406\u573a\u666f\u4e2d\u83b7\u5f97\u663e\u8457\u7684\u6027\u80fd\u63d0\u5347\u3002\u76f8\u8f83\u4e8e\u7eaf CPU \u5b9e\u4f8b\u6216\u8de8\u6d0b\u90e8\u7f72\u5728\u7f8e\u56fd\u670d\u52a1\u5668\u3001\u7f8e\u56fdVPS\uff0c\u9999\u6e2fGPU VPS \u5728\u9762\u5411\u4e9a\u592a\u7528\u6237\u7684\u4f4e\u5ef6\u8fdf\u670d\u52a1\u65b9\u9762\u5177\u5907\u660e\u663e\u4f18\u52bf\u3002<\/p>\n<p>\u5982\u679c\u4f60\u6b63\u5728\u8bc4\u4f30\u5408\u9002\u7684 GPU VPS 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