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NVIDIA\u9a45\u52d5\u76f8\u5bb9\u6027<\/strong>\n
\n
CUDA Toolkit\u8207\u8a2d\u5099\u9a45\u52d5\u7684\u7248\u672c\u885d\u7a81\u662f\u5c0e\u81f4\u7cfb\u7d71\u4e0d\u7a69\u5b9a\u7684\u5e38\u898b\u539f\u56e0\uff0c\u9700\u56b4\u683c\u5339\u914d\u7248\u672c\u3002<\/li>\n
\u900f\u904e\u7cfb\u7d71\u5316\u9a57\u8b49\u6d41\u7a0b\uff08\u5305\u62ec\u9a45\u52d5\u7c3d\u7ae0\u6aa2\u67e5\u3001\u76f8\u5bb9\u6027\u8cc7\u6599\u5eab\u67e5\u8a62\uff09\u7dad\u6301\u7a69\u5b9a\u8a2d\u5b9a\u3002<\/li>\n
\u91dd\u5c0d\u672c\u5730\u4f3a\u670d\u5668\u67b6\u69cb\u7684\u7279\u6b8a\u6700\u4f73\u5316\uff0c\u53ef\u78ba\u4fdd\u4e0d\u540c\u786c\u9ad4\u5e73\u53f0\u5747\u5be6\u73fe\u6700\u4f73\u6548\u80fd\u3002<\/li>\n<\/ul>\n<\/li>\n
\u4f5c\u696d\u7cfb\u7d71\u6838\u5fc3\u9069\u914d<\/strong>\n
\n
Linux\u767c\u884c\u7248\u9077\u79fb\uff08\u5c24\u5176\u5c0d\u65bc\u5df2\u505c\u6b62\u652f\u63f4\u7684\u7cfb\u7d71\uff09\u5e38\u5c0e\u81f4\u6838\u5fc3\u6a21\u7d44\u8f09\u5165\u5931\u6557\u3002<\/li>\n
\u900f\u904e\u81ea\u8a02\u6838\u5fc3\u7de8\u8b6f\uff0c\u7d50\u5408\u5ee0\u5546\u63d0\u4f9b\u7684\u6700\u4f73\u5316\u65b9\u6848\uff0c\u53ef\u6709\u6548\u89e3\u6c7a\u76f8\u5bb9\u6027\u554f\u984c\u3002<\/li>\n
\u6301\u7e8c\u76e3\u63a7\u6838\u5fc3\u65e5\u8a8c\uff0c\u80fd\u4e3b\u52d5\u8fa8\u8b58\u4e26\u8655\u7406\u65b0\u51fa\u73fe\u7684\u554f\u984c\u3002<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n
\u61c9\u7528\u5c64API\u7570\u5e38<\/h3>\n
\n
CUDA API\u521d\u59cb\u5316\u5931\u6557<\/strong>\n
\n
\u591aGPU\u4f48\u7f72\u4e2d\u7684\u8a2d\u5b9a\u932f\u8aa4\uff08\u5982NVLink\u8a2d\u5b9a\u4e0d\u7576\uff09\u6703\u5e72\u64fe\u5e73\u884c\u904b\u7b97\u64cd\u4f5c\u3002<\/li>\n
\u9ad8\u968e\u6548\u80fd\u5206\u6790\u5de5\u5177\u53ef\u6df1\u5165\u89e3\u6790API\u4e92\u52d5\u904e\u7a0b\uff0c\u7cbe\u6e96\u5b9a\u4f4d\u554f\u984c\u3002<\/li>\n
\u6700\u4f73\u5316\u7db2\u8def\u57fa\u790e\u8a2d\u65bd\uff08\u5305\u62ec\u4f4e\u5ef6\u9072\u4e92\u9023\u8a2d\u5b9a\uff09\uff0c\u80fd\u63d0\u5347\u591a\u8a2d\u5099\u901a\u8a0a\u53ef\u9760\u6027\u3002<\/li>\n<\/ul>\n<\/li>\n
\u6df1\u5ea6\u5b78\u7fd2\u6846\u67b6\u885d\u7a81<\/strong>\n
\n
\u6846\u67b6\u5143\u4ef6\u7248\u672c\u5dee\u7570\u5e38\u5c0e\u81f4\u8907\u96dcAI\u5de5\u4f5c\u6d41\u7a0b\u4e2d\u7684\u8a13\u7df4\u5931\u6557\u3002<\/li>\n
\u63a1\u7528\u5bb9\u5668\u5316\u6280\u8853\uff0c\u53ef\u78ba\u4fdd\u4e0d\u540c\u4f48\u7f72\u968e\u6bb5\u7684\u74b0\u5883\u4e00\u81f4\u6027\u3002<\/li>\n
\u5b9a\u671f\u66f4\u65b0\u6846\u67b6\u4e26\u5229\u7528\u793e\u7fa4\u652f\u63f4\u4fee\u88dc\u7a0b\u5f0f\uff0c\u80fd\u7dad\u6301\u8207\u4e0d\u65b7\u5347\u7d1a\u7684\u786c\u9ad4\u80fd\u529b\u7684\u76f8\u5bb9\u6027\u3002<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n
\u7db2\u8def\u8207\u5b89\u5168\u554f\u984c\uff1a\u4f4e\u5ef6\u9072\u8207\u5408\u89c4\u8003\u91cf<\/strong><\/h2>\n
\u5728\u5c0d\u5ef6\u9072\u654f\u611f\u7684\u74b0\u5883\u4e2d\uff0c\u7db2\u8def\u554f\u984c\u6311\u6230\u986f\u8457\uff0c\u540c\u6642\u9084\u9700\u7b26\u5408\u56b4\u683c\u7684\u672c\u5730\u5408\u89c4\u8981\u6c42\uff1a<\/p>\n
\u8cc7\u6599\u50b3\u8f38\u7570\u5e38<\/h3>\n
\n
\u8de8\u5883\u7db2\u8def\u58c5\u585e<\/strong>\n
\n
\u65e5\u672c\u8207\u570b\u969b\u5730\u5340\u9593\u7684\u9023\u63a5\u554f\u984c\u6703\u963b\u7919\u8cc7\u6599\u50b3\u8f38\uff0c\u5f71\u97ff\u5206\u6563\u5f0f\u904b\u7b97\u4efb\u52d9\u3002<\/li>\n
\u4f48\u7f72\u865b\u64ec\u79c1\u4eba\u7db2\u8def\uff08VPN\uff09\u4e26\u6700\u4f73\u5316\u8def\u7531\u8a2d\u5b9a\uff0c\u53ef\u63d0\u5347\u8cc7\u6599\u541e\u5410\u91cf\u8207\u53ef\u9760\u6027\u3002<\/li>\n
\u900f\u904e\u670d\u52d9\u54c1\u8cea\uff08QoS\uff09\u6a5f\u5236\u512a\u5148\u4fdd\u969cGPU\u95dc\u9375\u6d41\u91cf\uff0c\u78ba\u4fdd\u7db2\u8def\u74b0\u5883\u4e0b\u6548\u80fd\u7a69\u5b9a\u3002<\/li>\n<\/ul>\n<\/li>\n
RDMA\u9023\u63a5\u4e2d\u65b7<\/strong>\n
\n
\u9060\u7aef\u76f4\u63a5\u8a18\u61b6\u9ad4\u5b58\u53d6\uff08RDMA\uff09\u9023\u63a5\u4e2d\u65b7\u6703\u5e72\u64fe\u5927\u898f\u6a21\u5e73\u884c\u904b\u7b97\u5de5\u4f5c\u6d41\u7a0b\u3002<\/li>\n
\u4e3b\u52d5\u7ba1\u7406\u97cc\u9ad4\u7248\u672c\u4e26\u5b9a\u671f\u57f7\u884c\u786c\u9ad4\u5065\u5eb7\u6aa2\u67e5\uff0c\u53ef\u9810\u9632\u9ad8\u901f\u7db2\u8def\u4e2d\u7684\u9023\u63a5\u6545\u969c\u3002<\/li>\n
\u7db2\u8def\u4ecb\u9762\u7684\u6a19\u6e96\u5316\u8a2d\u5b9a\u7bc4\u672c\uff0c\u80fd\u78ba\u4fdd\u7570\u69cb\u4f3a\u670d\u5668\u53e2\u96c6\u9593\u7684\u76f8\u5bb9\u6027\u3002<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n
\u5b89\u5168\u7b56\u7565\u963b\u65b7<\/h3>\n
\n
\u5408\u89c4\u6027\u6311\u6230<\/strong>\n
\n
\u56b4\u683c\u7684\u8cc7\u6599\u4fdd\u8b77\u6cd5\u898f\u53ef\u80fd\u5c0e\u81f4\u672a\u8a8d\u8b49\u670d\u52d9\u7684\u9023\u63a5\u57e0\u9650\u5236\u8207\u5b58\u53d6\u963b\u65b7\u3002<\/li>\n
\u63a1\u7528\u5b89\u5168\u901a\u8a0a\u5354\u5b9a\u8207\u56b4\u683c\u7684\u5b58\u53d6\u63a7\u5236\u7b56\u7565\uff0c\u53ef\u5728\u7b26\u5408\u5408\u89c4\u8981\u6c42\u7684\u540c\u6642\u4fdd\u969c\u696d\u52d9\u53ef\u5b58\u53d6\u6027\u3002<\/li>\n
\u5b9a\u671f\u958b\u5c55\u5b89\u5168\u5be9\u8a08\u8207\u5f31\u9ede\u8a55\u4f30\uff0c\u80fd\u8fa8\u8b58\u4e26\u4fee\u5fa9\u5408\u89c4\u6027\u554f\u984c\u3002<\/li>\n<\/ul>\n<\/li>\n
\u60e1\u610f\u8edf\u9ad4\u5165\u4fb5<\/strong>\n
\n
\u672a\u6388\u6b0a\u7a0b\u5e8f\uff08\u5982\u52a0\u5bc6\u8ca8\u5e63\u6316\u7926\u7a0b\u5f0f\uff09\u6703\u964d\u4f4eGPU\u6548\u80fd\u4e26\u5a01\u8105\u7cfb\u7d71\u5b89\u5168\u3002<\/li>\n
\u4f48\u7f72\u652f\u63f4\u983b\u7e41\u7279\u5fb5\u66f4\u65b0\u7684\u5c08\u7528\u5b89\u5168\u5de5\u5177\uff0c\u53ef\u6709\u6548\u5075\u6e2c\u4e26\u7de9\u89e3\u60e1\u610f\u884c\u70ba\u3002<\/li>\n
\u6301\u7e8c\u76e3\u63a7\u8cc7\u6e90\u4f7f\u7528\u6a21\u5f0f\uff0c\u80fd\u8fa8\u8b58\u8868\u660e\u5b89\u5168\u6f0f\u6d1e\u7684\u7570\u5e38\u884c\u70ba\u3002<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n
\u8cc7\u6e90\u6392\u7a0b\u8207\u904e\u8f09\u554f\u984c\uff1a\u591a\u79df\u6236\u74b0\u5883\u6700\u4f73\u5316<\/strong><\/h2>\n
\u5728\u5171\u7528\u904b\u7b97\u74b0\u5883\u4e2d\uff0c\u9ad8\u6548\u7684\u8cc7\u6e90\u7ba1\u7406\u5c0d\u907f\u514d\u6548\u80fd\u4e0b\u964d\u81f3\u95dc\u91cd\u8981\uff1a<\/p>\n
\u904b\u7b97\u8cc7\u6e90\u7af6\u722d<\/h3>\n
\n
GPU\u986f\u5b58\u6ea2\u4f4d<\/strong>\n
\n
\u8a18\u61b6\u9ad4\u914d\u7f6e\u904e\u91cf\u6703\u5c0e\u81f4\u7a0b\u5e8f\u5d29\u6f70\u8207\u904b\u7b97\u6548\u7387\u964d\u4f4e\u3002<\/li>\n
\u4e3b\u52d5\u76e3\u63a7\u8a18\u61b6\u9ad4\u4f7f\u7528\u72c0\u6cc1\u4e26\u5be6\u65bd\u52d5\u614b\u914d\u7f6e\u7b56\u7565\uff0c\u53ef\u9810\u9632\u6ea2\u4f4d\u554f\u984c\u3002<\/li>\n
\u5e36\u8cc7\u6e90\u914d\u984d\u7684\u5bb9\u5668\u5316\u6280\u8853\uff0c\u80fd\u78ba\u4fdd\u591a\u79df\u6236\u9593GPU\u8cc7\u6e90\u7684\u516c\u5e73\u5206\u914d\u3002<\/li>\n<\/ul>\n<\/li>\n
CPU-GPU\u5354\u540c\u74f6\u9838<\/strong>\n
\n
CPU\u8207GPU\u9593\u7684\u8cc7\u6599\u8655\u7406\u5931\u8861\u6703\u5c0e\u81f4\u904b\u7b97\u7ba1\u7dda\u505c\u6eef\uff0c\u5f71\u97ff\u6574\u9ad4\u541e\u5410\u91cf\u3002<\/li>\n
\u6700\u4f73\u5316\u8cc7\u6599\u524d\u7f6e\u8655\u7406\u6d41\u7a0b\u4e26\u63a1\u7528\u975e\u540c\u6b65\u8cc7\u6599\u8f09\u5165\uff0c\u53ef\u63d0\u5347\u7ba1\u7dda\u6548\u80fd\u3002<\/li>\n
\u6548\u80fd\u5206\u6790\u5de5\u5177\u80fd\u8fa8\u8b58\u4e26\u89e3\u6c7a\u5143\u4ef6\u9593\u901a\u8a0a\u7684\u74f6\u9838\u554f\u984c\u3002<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n
\u4efb\u52d9\u4f47\u5217\u963b\u585e<\/h3>\n
\n
\u6392\u7a0b\u7cfb\u7d71\u6545\u969c<\/strong>\n
\n
\u53e2\u96c6\u7ba1\u7406\u7cfb\u7d71\u4e2d\u7684\u7bc0\u9ede\u72c0\u614b\u8aa4\u5831\u6703\u5c0e\u81f4\u4efb\u52d9\u5806\u7a4d\u8207\u8cc7\u6e90\u6d6a\u8cbb\u3002<\/li>\n
\u81ea\u52d5\u5316\u5065\u5eb7\u6aa2\u67e5\u8207\u4fee\u5fa9\u6307\u4ee4\u78bc\uff0c\u80fd\u7dad\u6301\u7bc0\u9ede\u72c0\u614b\u8cc7\u8a0a\u7684\u6e96\u78ba\u6027\uff0c\u4fdd\u969c\u6392\u7a0b\u6548\u7387\u3002<\/li>\n
\u6392\u7a0b\u670d\u52d9\u5099\u63f4\u8a2d\u8a08\uff0c\u53ef\u78ba\u4fdd\u5143\u4ef6\u6545\u969c\u6642\u4ecd\u80fd\u6301\u7e8c\u904b\u4f5c\u3002<\/li>\n<\/ul>\n<\/li>\n
\u591a\u57f7\u884c\u500b\u9ad4\u8cc7\u6e90\u7af6\u722d<\/strong>\n
\n
\u4f75\u767c\u5de5\u4f5c\u8ca0\u8f09\u53ef\u80fd\u722d\u596a\u6709\u9650\u7684GPU\u8cc7\u6e90\uff0c\u5c0e\u81f4\u6548\u80fd\u4e0b\u964d\u3002<\/li>\n
\u865b\u64ec\u5316\u6280\u8853\u652f\u63f4\u7d30\u7c92\u5ea6\u8cc7\u6e90\u5206\u5272\uff0c\u5e73\u8861\u591a\u57f7\u884c\u500b\u9ad4\u9593\u7684\u8cc7\u6e90\u4f7f\u7528\u7387\u3002<\/li>\n
\u52d5\u614b\u8ca0\u8f09\u5e73\u8861\u6f14\u7b97\u6cd5\u53ef\u5747\u52fb\u5206\u914d\u4efb\u52d9\uff0c\u5728\u6700\u5927\u5316\u786c\u9ad4\u4f7f\u7528\u7387\u7684\u540c\u6642\u907f\u514d\u904e\u8f09\u3002<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n
\u74b0\u5883\u8a2d\u5b9a\u8207\u7dad\u8b77\u758f\u6f0f\uff1a\u5728\u5730\u5316\u6700\u4f73\u5be6\u52d9<\/strong><\/h2>\n
\u65e5\u672c\u7368\u7279\u7684\u904b\u884c\u74b0\u5883\u5c0d\u7cfb\u7d71\u8a2d\u5b9a\u8207\u7dad\u8b77\u6709\u7279\u6b8a\u8981\u6c42\uff1a<\/p>\n
\u5340\u57df\u8a2d\u5b9a\u5dee\u7570<\/h3>\n
\n
\u6642\u5340\u8207\u6642\u9593\u540c\u6b65<\/strong>\n
\n
\u6e96\u78ba\u7684\u6642\u9593\u540c\u6b65\u5c0d\u4efb\u52d9\u6392\u7a0b\u8207\u65e5\u8a8c\u95dc\u806f\u81f3\u95dc\u91cd\u8981\uff0c\u9700\u6b63\u78ba\u8a2d\u5b9aNTP\u4f3a\u670d\u5668\u3002<\/li>\n
\u59a5\u5584\u8655\u7406\u590f\u4ee4\u6642\u9593\u5207\u63db\uff0c\u78ba\u4fdd\u5168\u7cfb\u7d71\u6642\u9593\u4e00\u81f4\u6027\uff0c\u907f\u514d\u6392\u7a0b\u932f\u8aa4\u3002<\/li>\n
\u81ea\u52d5\u5316\u540c\u6b65\u5de5\u5177\u53ef\u7dad\u6301\u5206\u6563\u5f0f\u4f3a\u670d\u5668\u53e2\u96c6\u7684\u6642\u9593\u6e96\u78ba\u6027\u3002<\/li>\n<\/ul>\n<\/li>\n
\u65e5\u6587\u65e5\u8a8c\u7ba1\u7406<\/strong>\n
\n
\u65e5\u6587\u7de8\u78bc\u683c\u5f0f\u7684\u7cfb\u7d71\u65e5\u8a8c\u9700\u7279\u6b8a\u8655\u7406\uff0c\u907f\u514d\u8cc7\u6599\u8a6e\u91cb\u932f\u8aa4\u3002<\/li>\n
\u4f7f\u7528\u7de8\u78bc\u8f49\u63db\u5de5\u5177\u4e26\u9075\u5faa\u6a19\u6e96\u5316\u65e5\u8a8c\u898f\u7bc4\uff0c\u53ef\u78ba\u4fdd\u65e5\u8a8c\u5206\u6790\u8207\u6545\u969c\u6392\u67e5\u9806\u66a2\u3002<\/li>\n
\u5728\u76e3\u63a7\u7cfb\u7d71\u4e2d\u6574\u5408\u591a\u8a9e\u8a00\u652f\u63f4\uff0c\u80fd\u63d0\u5347\u5168\u7403\u5718\u968a\u7684\u7dad\u904b\u53ef\u898b\u6027\u3002<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n
\u9810\u9632\u6027\u7dad\u8b77\u7f3a\u5931<\/h3>\n
\n
\u97cc\u9ad4\u66f4\u65b0\u7b56\u7565<\/strong>\n
\n
\u9700\u9075\u5faa\u5ee0\u5546\u767c\u5e03\u9031\u671f\u5b9a\u671f\u66f4\u65b0\u97cc\u9ad4\uff0c\u4ee5\u4fee\u5fa9\u5b89\u5168\u6f0f\u6d1e\u4e26\u63d0\u5347\u786c\u9ad4\u76f8\u5bb9\u6027\u3002<\/li>\n
\u9060\u7aef\u7ba1\u7406\u5de5\u5177\u652f\u63f4\u7121\u9700\u5be6\u9ad4\u63a5\u89f8\u7684\u5b89\u5168\u97cc\u9ad4\u4f48\u7f72\uff0c\u5c0d\u5730\u7406\u5206\u6563\u7684\u8cc7\u6599\u4e2d\u5fc3\u81f3\u95dc\u91cd\u8981\u3002<\/li>\n
\u7248\u672c\u63a7\u5236\u8207\u56de\u6efe\u6d41\u7a0b\uff0c\u80fd\u78ba\u4fdd\u5728\u66f4\u65b0\u51fa\u73fe\u554f\u984c\u6642\u5feb\u901f\u5fa9\u539f\u7cfb\u7d71\u3002<\/li>\n<\/ul>\n<\/li>\n
\u4e3b\u52d5\u5065\u5eb7\u6aa2\u67e5<\/strong>\n
\n
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