{"id":28648,"date":"2025-12-18T13:45:33","date_gmt":"2025-12-18T05:45:33","guid":{"rendered":"https:\/\/www.varidata.com\/uncategorized-zh-cn\/how-to-configure-multiple-gpus-on-servers\/"},"modified":"2025-12-18T13:48:05","modified_gmt":"2025-12-18T05:48:05","slug":"how-to-configure-multiple-gpus-on-servers","status":"publish","type":"post","link":"https:\/\/www.varidata.com\/zh-cn\/blog\/how-to-configure-multiple-gpus-on-servers\/","title":{"rendered":"\u5982\u4f55\u5728\u670d\u52a1\u5668\u4e0a\u914d\u7f6e\u591a\u5757GPU"},"content":{"rendered":"\n<p>\u968f\u7740AI\u8bad\u7ec3\u3001\u6df1\u5ea6\u5b66\u4e60\u548c\u5927\u89c4\u6a21\u6570\u636e\u5904\u7406\u7684\u9700\u6c42\u65e5\u76ca\u4e25\u82db\uff0c\u5355GPU\u90e8\u7f72\u5df2\u65e0\u6cd5\u6ee1\u8db3\u6548\u7387\u8981\u6c42\u3002<a href=\"https:\/\/www.varidata.com\/zh-cn\/server\/tokyo\/\" target=\"_blank\">\u65e5\u672c\u670d\u52a1\u5668\u79df\u7528<\/a>\u51ed\u501f\u4f4e\u5ef6\u8fdf\u7f51\u7edc\u3001\u7a33\u5b9a\u4f9b\u7535\u548c\u786c\u4ef6\u517c\u5bb9\u6027\u7b49\u4f18\u52bf\uff0c\u6210\u4e3a\u591aGPU\u914d\u7f6e\u7684\u7406\u60f3\u9009\u62e9\u3002\u672c\u6307\u5357\u62c6\u89e3\u4ece\u786c\u4ef6\u6838\u9a8c\u5230\u6027\u80fd\u4f18\u5316\u7684\u5168\u6280\u672f\u6d41\u7a0b\uff0c\u4e13\u4e3a\u8ffd\u6c42\u65e0\u54c1\u724c\u7ed1\u5b9a\u3001\u65e0\u5197\u4f59\u6570\u636e\u7684<a href=\"https:\/\/www.varidata.com\/zh-cn\/blog\/enhancing-multi-gpu-communication-with-nvlink-technology\/\" target=\"_blank\">\u591aGPU<\/a>\u534f\u540c\u6548\u679c\u7684\u6280\u672f\u6781\u5ba2\u6253\u9020\u3002<\/p>\n<h2><strong>1. \u914d\u7f6e\u524d\u68c0\u67e5\uff1a3\u9879\u6838\u5fc3\u524d\u63d0\u6761\u4ef6<\/strong><\/h2>\n<p>\u5728\u5f00\u59cb\u7269\u7406\u5b89\u88c5\u524d\uff0c\u9700\u9a8c\u8bc1\u4ee5\u4e0b\u57fa\u7840\u8981\u7d20\uff0c\u907f\u514d\u517c\u5bb9\u6027\u6545\u969c\u6216\u6027\u80fd\u74f6\u9888\uff1a<\/p>\n<h3>\u786c\u4ef6\u517c\u5bb9\u6027\u6838\u9a8c<\/h3>\n<ul>\n<li>PCIe\u63d2\u69fd\u8981\u6c42\uff1a\u786e\u4fdd\u670d\u52a1\u5668\u4e3b\u677f\u652f\u6301PCIe 4.0\u53ca\u4ee5\u4e0a\u7248\u672c\uff0c\u63d2\u69fd\u6570\u91cf\u4e0eGPU\u6570\u91cf\u5339\u914d\uff08\u65e5\u672c\u670d\u52a1\u5668\u79df\u7528\u7684\u786c\u4ef6\u901a\u5e38\u4f18\u5148\u8003\u8651\u53ef\u6269\u5c55\u6027\uff09\u3002<\/li>\n<li>\u4f9b\u7535\u8ba1\u7b97\uff1a\u6c47\u603b\u5355\u5757GPU\u529f\u8017\u4e0e\u5176\u4ed6\u7ec4\u4ef6\u529f\u8017\uff0c\u518d\u9884\u755920%\u5197\u4f59\u91cf\u2014\u2014\u4f9d\u6258\u65e5\u672c\u6570\u636e\u4e2d\u5fc3\u7a33\u5b9a\u7684\u7535\u7f51\u4fdd\u969c\u4f9b\u7535\u4e00\u81f4\u6027\u3002<\/li>\n<li>GPU\u4e00\u81f4\u6027\uff1a\u9009\u62e9\u540c\u578b\u53f7GPU\u7b80\u5316\u534f\u540c\u914d\u7f6e\uff1b\u8de8\u67b6\u6784\u6df7\u642d\u4f1a\u589e\u52a0\u517c\u5bb9\u6027\u98ce\u9669\u3002<\/li>\n<\/ul>\n<h3>\u7cfb\u7edf\u4e0e\u73af\u5883\u51c6\u5907<\/h3>\n<ul>\n<li>\u64cd\u4f5c\u7cfb\u7edf\u9009\u578b\uff1aLinux\u53d1\u884c\u7248\uff08Ubuntu\/CentOS\uff09\u662fGPU\u9a71\u52a8\u652f\u6301\u7684\u9996\u9009\uff1bWindows Server\u9700\u63d0\u524d\u786e\u8ba4\u9a71\u52a8\u517c\u5bb9\u6027\u3002<\/li>\n<li>\u5185\u6838\u517c\u5bb9\u6027\uff1a\u907f\u514d\u4f7f\u7528\u6613\u5bfc\u81f4\u9a71\u52a8\u51b2\u7a81\u7684\u8001\u65e7\u5185\u6838\uff08\u65e5\u672c\u670d\u52a1\u5668\u79df\u7528\u901a\u5e38\u4e3a\u9ad8\u6027\u80fd\u4efb\u52a1\u63d0\u4f9b\u4f18\u5316\u540e\u7684\u5185\u6838\u7248\u672c\uff09\u3002<\/li>\n<li>\u5fc5\u5907\u5de5\u5177\uff1a\u9884\u5148\u5b89\u88c5gcc\u3001make\u548ccmake\uff0c\u4ee5\u4fbf\u5b8c\u6210\u9a71\u52a8\u4e0e\u6846\u67b6\u7684\u7f16\u8bd1\u5de5\u4f5c\u3002<\/li>\n<\/ul>\n<h3>\u4f7f\u7528\u573a\u666f\u660e\u786e<\/h3>\n<ul>\n<li>\u5de5\u4f5c\u6d41\u9002\u914d\uff1a\u533a\u5206\u5e76\u884c\u8ba1\u7b97\uff08\u5982CUDA\u7f16\u7a0b\uff09\u4e0e\u5206\u5e03\u5f0f\u8bad\u7ec3\uff08\u5982\u57fa\u4e8e\u6846\u67b6\u7684\u96c6\u7fa4\u90e8\u7f72\uff09\u573a\u666f\u3002<\/li>\n<li>\u663e\u5b58\u9884\u4f30\uff1a\u6839\u636e\u4efb\u52a1\u590d\u6742\u5ea6\u8ba1\u7b97\u6240\u9700\u663e\u5b58\uff0c\u907f\u514d\u51fa\u73b0\u663e\u5b58\u74f6\u9888\u3002<\/li>\n<\/ul>\n<h2><strong>2. \u5206\u6b65\u5b9e\u65bd\u591aGPU\u914d\u7f6e<\/strong><\/h2>\n<p>\u9075\u5faa\u4ee5\u4e0b\u6280\u672f\u6d41\u7a0b\uff0c\u786e\u4fdd\u5b89\u88c5\u3001\u9a71\u52a8\u96c6\u6210\u548c\u534f\u540c\u914d\u7f6e\u7684\u6b63\u786e\u6027\uff0c\u5e76\u9002\u914d\u65e5\u672c\u670d\u52a1\u5668\u79df\u7528\u7684\u7279\u6027\uff1a<\/p>\n<h3>\u7269\u7406\u786c\u4ef6\u5b89\u88c5<\/h3>\n<ol>\n<li>\u5b89\u5168\u64cd\u4f5c\uff1a\u5173\u95ed\u670d\u52a1\u5668\u7535\u6e90\uff0c\u4f7f\u7528\u9632\u9759\u7535\u8bbe\u5907\uff0c\u5c06GPU\u7262\u56fa\u63d2\u5165PCIe\u63d2\u69fd\u76f4\u81f3\u5361\u6263\u9501\u5b9a\u3002<\/li>\n<li>\u6563\u70ed\u4f18\u5316\uff1a\u4fdd\u6301GPU\u95f4\u5145\u8db3\u95f4\u8ddd\uff08\u6700\u5c0f2\u5398\u7c73\uff09\uff0c\u5229\u7528\u65e5\u672c\u670d\u52a1\u5668\u79df\u7528\u673a\u7bb1\u7684\u98ce\u9053\u8bbe\u8ba1\u2014\u2014\u9488\u5bf9\u9ad8\u8d1f\u8f7d\u573a\u666f\u8c03\u6574\u98ce\u6247\u66f2\u7ebf\u3002<\/li>\n<li>\u4f9b\u7535\u8fde\u63a5\uff1a\u63d2\u7d278Pin\/16Pin\u4f9b\u7535\u7ebf\u7f06\uff0c\u907f\u514d\u677e\u52a8\u5bfc\u81f4\u7535\u538b\u6ce2\u52a8\u3002<\/li>\n<\/ol>\n<h3>GPU\u9a71\u52a8\u5b89\u88c5\u4e0e\u9a8c\u8bc1<\/h3>\n<ol>\n<li>\u5b98\u65b9\u9a71\u52a8\u6e90\uff1a\u76f4\u63a5\u4eceGPU\u5382\u5546\u4e0b\u8f7d\u9a71\u52a8\uff08\u4e3a\u4fdd\u8bc1\u7a33\u5b9a\u6027\uff0c\u907f\u514d\u4f7f\u7528\u7b2c\u4e09\u65b9\u7f16\u8bd1\u7248\u672c\uff09\u3002<\/li>\n<li>Linux\u4e13\u5c5e\u6b65\u9aa4\uff1a\u901a\u8fc7modprobe\u7981\u7528nouveau\u9a71\u52a8\uff0c\u4f7f\u7528sudo\u6743\u9650\u8fd0\u884c\u5b89\u88c5\u811a\u672c\uff0c\u968f\u540e\u91cd\u542f\u670d\u52a1\u5668\u3002<\/li>\n<li>\u9a8c\u8bc1\u547d\u4ee4\uff1a\u4f7f\u7528nvidia-smi\uff08NVIDIA\u663e\u5361\uff09\u6216rocm-smi\uff08AMD\u663e\u5361\uff09\u786e\u8ba4\u6240\u6709GPU\u88ab\u8bc6\u522b\u2014\u2014\u68c0\u67e5\u8bbe\u5907ID\u548c\u663e\u5b58\u5206\u914d\u662f\u5426\u4e00\u81f4\u3002<\/li>\n<\/ol>\n<h3>\u591aGPU\u534f\u540c\u914d\u7f6e<\/h3>\n<ul>\n<li>\u6a21\u5f0f\u9009\u62e9\uff1a\u56fe\u5f62\u6e32\u67d3\u573a\u666f\u9009\u62e9SLI\/CrossFire\uff0c\u8ba1\u7b97\u4efb\u52a1\u9009\u62e9CUDA MPS\uff0c\u96c6\u7fa4\u90e8\u7f72\u9009\u62e9\u5206\u5e03\u5f0f\u6846\u67b6\u3002<\/li>\n<li>\u5de5\u5177\u5305\u5b89\u88c5\uff1a\u90e8\u7f72CUDA Toolkit\uff08\u6216\u540c\u7c7b\u5de5\u5177\uff09\uff0c\u914d\u7f6e\u73af\u5883\u53d8\u91cf\uff08\u5982PATH\u3001LD_LIBRARY_PATH\uff09\u5b9e\u73b0\u7cfb\u7edf\u7ea7\u8bbf\u95ee\u3002<\/li>\n<li>\u6846\u67b6\u96c6\u6210\uff1a\n<ul>\n<li>\u5355\u670d\u52a1\u5668\u90e8\u7f72\uff1a\u5728TensorFlow\/PyTorch\u4e2d\u901a\u8fc7\u6307\u5b9aGPU ID\u5b9e\u73b0\u6570\u636e\u5e76\u884c\u3002<\/li>\n<li>\u591a\u670d\u52a1\u5668\u96c6\u7fa4\uff1a\u4f7f\u7528NCCL\uff08NVIDIA Collective Communications Library\uff09\u5b9e\u73b0\u670d\u52a1\u5668\u95f4\u4f4e\u5ef6\u8fdf\u901a\u4fe1\u2014\u2014\u8be5\u914d\u7f6e\u9488\u5bf9\u65e5\u672c\u670d\u52a1\u5668\u79df\u7528\u7684\u9ad8\u901f\u5185\u7f51\u8fdb\u884c\u4e86\u4f18\u5316\u3002<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<h3>\u7f51\u7edc\u4e0e\u5e26\u5bbd\u4f18\u5316<\/h3>\n<ul>\n<li>\u5185\u7f51\u5e26\u5bbd\u5347\u7ea7\uff1a\u786e\u4fdd\u591aGPU\u6570\u636e\u4f20\u8f93\u7684\u5185\u7f51\u5e26\u5bbd\u8fbe\u523010Gbps\u53ca\u4ee5\u4e0a\u2014\u2014\u65e5\u672c\u670d\u52a1\u5668\u79df\u7528\u901a\u5e38\u4e3a\u96c6\u7fa4\u90e8\u7f72\u63d0\u4f9b\u4e13\u7528\u9ad8\u901f\u94fe\u8def\u3002<\/li>\n<li>\u5ef6\u8fdf\u964d\u4f4e\uff1a\u7981\u7528\u4e0d\u5fc5\u8981\u7684\u7f51\u7edc\u670d\u52a1\uff0c\u542f\u7528TCP BBR\u62e5\u585e\u63a7\u5236\uff0c\u4f18\u5148\u5904\u7406GPU\u76f8\u5173\u6d41\u91cf\u3002<\/li>\n<\/ul>\n<h2><strong>3. \u6545\u969c\u6392\u67e5\uff1a\u5e38\u89c1\u95ee\u9898\u4e0e\u89e3\u51b3\u65b9\u6cd5<\/strong><\/h2>\n<p>\u6280\u672f\u6781\u5ba2\u5e38\u9047\u5230\u4ee5\u4e0b\u95ee\u9898\uff0c\u4ee5\u4e0b\u662f\u5bf9\u5e94\u7684\u89e3\u51b3\u65b9\u6cd5\uff0c\u5305\u62ec\u65e5\u672c\u670d\u52a1\u5668\u79df\u7528\u7684\u7279\u6709\u6311\u6218\uff1a<\/p>\n<h3>\u786c\u4ef6\u5c42\u9762\u95ee\u9898<\/h3>\n<ul>\n<li>GPU\u8bc6\u522b\u5931\u8d25\uff1a\u91cd\u65b0\u63d2\u62d4PCIe\u8fde\u63a5\u7ebf\u3001\u66f4\u65b0\u4e3b\u677fBIOS\uff0c\u6216\u68c0\u67e5\u4f9b\u7535\u8d1f\u8f7d\u5206\u914d\u3002<\/li>\n<li>\u8fc7\u70ed\u95ee\u9898\uff1a\u6e05\u7406\u79ef\u5c18\u3001\u5347\u7ea7\u673a\u7bb1\u98ce\u6247\uff0c\u6216\u4f7f\u7528\u6db2\u51b7\u65b9\u6848\uff08\u9002\u914d\u65e5\u672c\u670d\u52a1\u5668\u79df\u7528\u7684\u673a\u7bb1\u89c4\u683c\uff09\u3002<\/li>\n<\/ul>\n<h3>\u8f6f\u4ef6\u5c42\u9762\u95ee\u9898<\/h3>\n<ul>\n<li>\u9a71\u52a8\u5b89\u88c5\u9519\u8bef\uff1a\u5378\u8f7d\u51b2\u7a81\u7684\u65e7\u9a71\u52a8\u3001\u5339\u914d\u5185\u6838\u7248\u672c\u4e0e\u9a71\u52a8\u8981\u6c42\uff0c\u6216\u4e34\u65f6\u7981\u7528\u5b89\u5168\u542f\u52a8\u3002<\/li>\n<li>\u8d1f\u8f7d\u4e0d\u5747\u8861\uff1a\u5728\u6846\u67b6\u4e2d\u8c03\u6574\u4efb\u52a1\u5206\u7247\u7b56\u7565\u3001\u4f7f\u7528GPU\u4eb2\u548c\u6027\u8bbe\u7f6e\uff0c\u6216\u5347\u7ea7\u81f3\u8d1f\u8f7d\u5206\u914d\u66f4\u4f18\u7684\u65b0\u7248\u9a71\u52a8\u3002<\/li>\n<li>\u7248\u672c\u4e0d\u517c\u5bb9\uff1a\u901a\u8fc7\u5b98\u65b9\u517c\u5bb9\u6027\u77e9\u9635\u4ea4\u53c9\u9a8c\u8bc1CUDA Toolkit\u3001\u6846\u67b6\u4e0e\u9a71\u52a8\u7248\u672c\u3002<\/li>\n<\/ul>\n<h3>\u65e5\u672c\u670d\u52a1\u5668\u79df\u7528\u7279\u6709\u6311\u6218<\/h3>\n<ul>\n<li>\u786c\u4ef6\u517c\u5bb9\u6027\uff1a\u4f18\u5148\u9009\u62e9\u65e5\u672c\u672c\u5730\u5728\u552e\u7684GPU\u578b\u53f7\uff0c\u4ee5\u83b7\u5f97\u66f4\u597d\u7684\u4e3b\u677f\u9002\u914d\u6027\u548c\u6280\u672f\u652f\u6301\u3002<\/li>\n<li>\u6570\u636e\u5408\u89c4\uff1a\u5904\u7406\u654f\u611f\u6570\u636e\u65f6\uff0c\u786e\u4fdd\u591aGPU\u8ba1\u7b97\u4efb\u52a1\u7b26\u5408\u65e5\u672c\u300a\u4e2a\u4eba\u4fe1\u606f\u4fdd\u62a4\u6cd5\u300b\uff08APPI\uff09\u8981\u6c42\u3002<\/li>\n<\/ul>\n<h2><strong>4. 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