{"id":28649,"date":"2025-12-18T13:45:33","date_gmt":"2025-12-18T05:45:33","guid":{"rendered":"https:\/\/www.varidata.com\/uncategorized-zh-tw\/how-to-configure-multiple-gpus-on-servers\/"},"modified":"2025-12-18T13:55:34","modified_gmt":"2025-12-18T05:55:34","slug":"how-to-configure-multiple-gpus-on-servers","status":"publish","type":"post","link":"https:\/\/www.varidata.com\/zh-tw\/blog-tc\/how-to-configure-multiple-gpus-on-servers\/","title":{"rendered":"\u5982\u4f55\u5728\u4f3a\u670d\u5668\u4e0a\u8a2d\u5b9a\u591a\u584aGPU"},"content":{"rendered":"\n<p>\u96a8\u8457AI\u8a13\u7df4\u3001\u6df1\u5ea6\u5b78\u7fd2\u548c\u5927\u898f\u6a21\u6578\u64da\u8655\u7406\u7684\u9700\u6c42\u65e5\u76ca\u56b4\u82db\uff0c\u55aeGPU\u90e8\u7f72\u5df2\u7121\u6cd5\u6eff\u8db3\u6548\u7387\u8981\u6c42\u3002<a href=\"https:\/\/www.varidata.com\/zh-tw\/server\/tokyo\/\" target=\"_blank\">\u65e5\u672c\u4f3a\u670d\u5668\u79df\u7528<\/a>\u6191\u85c9\u4f4e\u5ef6\u9072\u7db2\u8def\u3001\u7a69\u5b9a\u4f9b\u96fb\u548c\u786c\u9ad4\u76f8\u5bb9\u6027\u7b49\u512a\u52e2\uff0c\u6210\u70ba\u591aGPU\u8a2d\u5b9a\u7684\u7406\u60f3\u9078\u64c7\u3002\u672c\u6307\u5357\u62c6\u89e3\u5f9e\u786c\u9ad4\u6838\u9a57\u5230\u6548\u80fd\u6700\u4f73\u5316\u7684\u5168\u6280\u8853\u6d41\u7a0b\uff0c\u5c08\u70ba\u8ffd\u6c42\u7121\u54c1\u724c\u7d81\u5b9a\u3001\u7121\u5197\u9918\u6578\u64da\u7684<a href=\"https:\/\/www.varidata.com\/zh-tw\/blog-tc\/enhancing-multi-gpu-communication-with-nvlink-technology\/\" target=\"_blank\">\u591aGPU<\/a>\u5354\u540c\u6548\u679c\u7684\u6280\u8853\u6975\u5ba2\u6253\u9020\u3002<\/p>\n<h2><strong>1. 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4.0\u53ca\u4ee5\u4e0a\u7248\u672c\uff0c\u63d2\u69fd\u6578\u91cf\u8207GPU\u6578\u91cf\u5339\u914d\uff08\u65e5\u672c\u4f3a\u670d\u5668\u79df\u7528\u7684\u786c\u9ad4\u901a\u5e38\u512a\u5148\u8003\u91cf\u53ef\u64f4\u5145\u6027\uff09\u3002<\/li>\n<li>\u4f9b\u96fb\u8a08\u7b97\uff1a\u5f59\u7e3d\u55ae\u584aGPU\u8017\u96fb\u91cf\u8207\u5176\u4ed6\u5143\u4ef6\u8017\u96fb\u91cf\uff0c\u518d\u9810\u755920%\u5197\u9918\u91cf\u2014\u2014\u4f9d\u6258\u65e5\u672c\u8cc7\u6599\u4e2d\u5fc3\u7a69\u5b9a\u7684\u96fb\u7db2\u4fdd\u969c\u4f9b\u96fb\u4e00\u81f4\u6027\u3002<\/li>\n<li>GPU\u4e00\u81f4\u6027\uff1a\u9078\u64c7\u540c\u578b\u865fGPU\u7c21\u5316\u5354\u540c\u8a2d\u5b9a\uff1b\u8de8\u67b6\u69cb\u6df7\u642d\u6703\u589e\u52a0\u76f8\u5bb9\u6027\u98a8\u96aa\u3002<\/li>\n<\/ul>\n<h3>\u7cfb\u7d71\u8207\u74b0\u5883\u6e96\u5099<\/h3>\n<ul>\n<li>\u4f5c\u696d\u7cfb\u7d71\u9078\u578b\uff1aLinux\u767c\u884c\u7248\uff08Ubuntu\/CentOS\uff09\u662fGPU\u9a45\u52d5\u7a0b\u5f0f\u652f\u63f4\u7684\u9996\u9078\uff1bWindows Server\u9700\u63d0\u524d\u78ba\u8a8d\u9a45\u52d5\u7a0b\u5f0f\u76f8\u5bb9\u6027\u3002<\/li>\n<li>\u6838\u5fc3\u76f8\u5bb9\u6027\uff1a\u907f\u514d\u4f7f\u7528\u6613\u5c0e\u81f4\u9a45\u52d5\u7a0b\u5f0f\u885d\u7a81\u7684\u820a\u5f0f\u6838\u5fc3\uff08\u65e5\u672c\u4f3a\u670d\u5668\u79df\u7528\u901a\u5e38\u70ba\u9ad8\u6548\u80fd\u4efb\u52d9\u63d0\u4f9b\u6700\u4f73\u5316\u5f8c\u7684\u6838\u5fc3\u7248\u672c\uff09\u3002<\/li>\n<li>\u5fc5\u5099\u5de5\u5177\uff1a\u9810\u5148\u5b89\u88ddgcc\u3001make\u548ccmake\uff0c\u4ee5\u4fbf\u5b8c\u6210\u9a45\u52d5\u7a0b\u5f0f\u8207\u6846\u67b6\u7684\u7de8\u8b6f\u5de5\u4f5c\u3002<\/li>\n<\/ul>\n<h3>\u4f7f\u7528\u5834\u666f\u660e\u78ba<\/h3>\n<ul>\n<li>\u5de5\u4f5c\u6d41\u9069\u914d\uff1a\u5340\u5206\u5e73\u884c\u904b\u7b97\uff08\u5982CUDA\u7a0b\u5f0f\u8a2d\u8a08\uff09\u8207\u5206\u6563\u5f0f\u8a13\u7df4\uff08\u5982\u57fa\u65bc\u6846\u67b6\u7684\u53e2\u96c6\u90e8\u7f72\uff09\u5834\u666f\u3002<\/li>\n<li>\u986f\u5b58\u9810\u4f30\uff1a\u6839\u64da\u4efb\u52d9\u8907\u96dc\u5ea6\u8a08\u7b97\u6240\u9700\u986f\u5b58\uff0c\u907f\u514d\u51fa\u73fe\u986f\u5b58\u74f6\u9838\u3002<\/li>\n<\/ul>\n<h2><strong>2. 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MPS\uff0c\u53e2\u96c6\u90e8\u7f72\u9078\u64c7\u5206\u6563\u5f0f\u6846\u67b6\u3002<\/li>\n<li>\u5de5\u5177\u5305\u5b89\u88dd\uff1a\u90e8\u7f72CUDA Toolkit\uff08\u6216\u540c\u985e\u5de5\u5177\uff09\uff0c\u8a2d\u5b9a\u74b0\u5883\u8b8a\u6578\uff08\u5982PATH\u3001LD_LIBRARY_PATH\uff09\u5be6\u73fe\u7cfb\u7d71\u7d1a\u5b58\u53d6\u3002<\/li>\n<li>\u6846\u67b6\u6574\u5408\uff1a\n<ul>\n<li>\u55ae\u4f3a\u670d\u5668\u90e8\u7f72\uff1a\u5728TensorFlow\/PyTorch\u4e2d\u900f\u904e\u6307\u5b9aGPU ID\u5be6\u73fe\u8cc7\u6599\u5e73\u884c\u5316\u3002<\/li>\n<li>\u591a\u4f3a\u670d\u5668\u53e2\u96c6\uff1a\u4f7f\u7528NCCL\uff08NVIDIA Collective Communications Library\uff09\u5be6\u73fe\u4f3a\u670d\u5668\u9593\u4f4e\u5ef6\u9072\u901a\u8a0a\u2014\u2014\u8a72\u8a2d\u5b9a\u91dd\u5c0d\u65e5\u672c\u4f3a\u670d\u5668\u79df\u7528\u7684\u9ad8\u901f\u5167\u7db2\u9032\u884c\u4e86\u6700\u4f73\u5316\u3002<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<h3>\u7db2\u8def\u8207\u983b\u5bec\u6700\u4f73\u5316<\/h3>\n<ul>\n<li>\u5167\u7db2\u983b\u5bec\u5347\u7d1a\uff1a\u78ba\u4fdd\u591aGPU\u6578\u64da\u50b3\u8f38\u7684\u5167\u7db2\u983b\u5bec\u9054\u523010Gbps\u53ca\u4ee5\u4e0a\u2014\u2014\u65e5\u672c\u4f3a\u670d\u5668\u79df\u7528\u901a\u5e38\u70ba\u53e2\u96c6\u90e8\u7f72\u63d0\u4f9b\u5c08\u7528\u9ad8\u901f\u93c8\u8def\u3002<\/li>\n<li>\u5ef6\u9072\u964d\u4f4e\uff1a\u7981\u7528\u4e0d\u5fc5\u8981\u7684\u7db2\u8def\u670d\u52d9\uff0c\u555f\u7528TCP BBR\u58c5\u585e\u63a7\u5236\uff0c\u512a\u5148\u8655\u7406GPU\u76f8\u95dc\u6d41\u91cf\u3002<\/li>\n<\/ul>\n<h2><strong>3. \u6545\u969c\u6392\u9664\uff1a\u5e38\u898b\u554f\u984c\u8207\u89e3\u6c7a\u65b9\u6cd5<\/strong><\/h2>\n<p>\u6280\u8853\u6975\u5ba2\u5e38\u9047\u5230\u4ee5\u4e0b\u554f\u984c\uff0c\u4ee5\u4e0b\u662f\u5c0d\u61c9\u7684\u89e3\u6c7a\u65b9\u6cd5\uff0c\u5305\u62ec\u65e5\u672c\u4f3a\u670d\u5668\u79df\u7528\u7684\u7279\u6709\u6311\u6230\uff1a<\/p>\n<h3>\u786c\u9ad4\u5c64\u9762\u554f\u984c<\/h3>\n<ul>\n<li>GPU\u8b58\u5225\u5931\u6557\uff1a\u91cd\u65b0\u63d2\u62d4PCIe\u9023\u63a5\u7dda\u3001\u66f4\u65b0\u4e3b\u6a5f\u677fBIOS\uff0c\u6216\u6aa2\u67e5\u4f9b\u96fb\u8ca0\u8f09\u5206\u914d\u3002<\/li>\n<li>\u904e\u71b1\u554f\u984c\uff1a\u6e05\u7406\u7a4d\u5875\u3001\u5347\u7d1a\u6a5f\u7bb1\u98a8\u6247\uff0c\u6216\u4f7f\u7528\u6db2\u51b7\u65b9\u6848\uff08\u9069\u914d\u65e5\u672c\u4f3a\u670d\u5668\u79df\u7528\u7684\u6a5f\u7bb1\u898f\u683c\uff09\u3002<\/li>\n<\/ul>\n<h3>\u8edf\u9ad4\u5c64\u9762\u554f\u984c<\/h3>\n<ul>\n<li>\u9a45\u52d5\u7a0b\u5f0f\u5b89\u88dd\u932f\u8aa4\uff1a\u89e3\u9664\u5b89\u88dd\u885d\u7a81\u7684\u820a\u9a45\u52d5\u7a0b\u5f0f\u3001\u5339\u914d\u6838\u5fc3\u7248\u672c\u8207\u9a45\u52d5\u7a0b\u5f0f\u8981\u6c42\uff0c\u6216\u81e8\u6642\u7981\u7528\u5b89\u5168\u958b\u6a5f\u3002<\/li>\n<li>\u8ca0\u8f09\u4e0d\u5747\u8861\uff1a\u5728\u6846\u67b6\u4e2d\u8abf\u6574\u4efb\u52d9\u5206\u7247\u7b56\u7565\u3001\u4f7f\u7528GPU\u89aa\u548c\u6027\u8a2d\u5b9a\uff0c\u6216\u5347\u7d1a\u81f3\u8ca0\u8f09\u5206\u914d\u66f4\u512a\u7684\u65b0\u7248\u9a45\u52d5\u7a0b\u5f0f\u3002<\/li>\n<li>\u7248\u672c\u4e0d\u76f8\u5bb9\uff1a\u900f\u904e\u5b98\u65b9\u76f8\u5bb9\u6027\u77e9\u9663\u4ea4\u53c9\u9a57\u8b49CUDA Toolkit\u3001\u6846\u67b6\u8207\u9a45\u52d5\u7a0b\u5f0f\u7248\u672c\u3002<\/li>\n<\/ul>\n<h3>\u65e5\u672c\u4f3a\u670d\u5668\u79df\u7528\u7279\u6709\u6311\u6230<\/h3>\n<ul>\n<li>\u786c\u9ad4\u76f8\u5bb9\u6027\uff1a\u512a\u5148\u9078\u64c7\u65e5\u672c\u672c\u5730\u5728\u552e\u7684GPU\u578b\u865f\uff0c\u4ee5\u7372\u5f97\u66f4\u597d\u7684\u4e3b\u6a5f\u677f\u9069\u914d\u6027\u548c\u6280\u8853\u652f\u63f4\u3002<\/li>\n<li>\u6578\u64da\u5408\u898f\uff1a\u8655\u7406\u654f\u611f\u6578\u64da\u6642\uff0c\u78ba\u4fdd\u591aGPU\u904b\u7b97\u4efb\u52d9\u7b26\u5408\u65e5\u672c\u300a\u500b\u4eba\u8cc7\u8a0a\u4fdd\u8b77\u6cd5\u300b\uff08APPI\uff09\u8981\u6c42\u3002<\/li>\n<\/ul>\n<h2><strong>4. 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