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\"\"<\/figure>\n\n\n\n

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AI\u751f\u6210\u591a\u8bed\u8a00\u7ffb\u8bd1\u4e0e\u672c\u5730\u5316\u5185\u5bb9\u7684\u524d\u63d0\uff0c\u662f\u62e5\u6709\u6d77\u91cf\u7684\u591a\u8bed\u79cd\u6570\u636e\u652f\u6491\u2014\u2014\u5305\u62ec\u4e0d\u540c\u8bed\u79cd\u7684\u8bed\u8a00\u6570\u636e\u3001\u76ee\u6807\u5e02\u573a\u7684\u6587\u5316\u6570\u636e\u3001\u8de8\u5883\u7535\u5546\u884c\u4e1a\u7684\u4ea7\u54c1\u6570\u636e\u3001\u7528\u6237\u6d88\u8d39\u884c\u4e3a\u6570\u636e\u7b49\uff0c\u5355\u4e00\u79cd\u7c7b\u8bed\u79cd\u7684\u76f8\u5173\u6570\u636e\u5c31\u53ef\u8fbeTB\u7ea7\uff0c\u800c\u4e00\u6b3e\u4ea7\u54c1\u8981\u8986\u76d6\u5168\u7403\u591a\u4e2a\u5e02\u573a\uff0c\u5f80\u5f80\u9700\u8981\u6574\u5408\u6570\u5341\u79cd\u8bed\u8a00\u3001\u4e0a\u4e07\u4e2a\u76f8\u5173\u573a\u666f\u7684\u6570\u636e\uff0c\u8fdb\u884c\u6570\u636e\u6e05\u6d17\u3001\u8bed\u4e49\u6807\u6ce8\u3001\u7279\u5f81\u63d0\u53d6\u3002\u4f20\u7edfCPU\u7684\u4e32\u884c\u8ba1\u7b97\u6a21\u5f0f\uff0c\u5904\u7406TB\u7ea7\u591a\u8bed\u79cd\u6570\u636e\u9700\u8981\u6570\u5468\u751a\u81f3\u6570\u6708\u65f6\u95f4\uff0c\u4e25\u91cd\u62d6\u6162AI\u6a21\u578b\u7684\u8bad\u7ec3\u8fdb\u5ea6\uff0c\u65e0\u6cd5\u9002\u914d\u8de8\u5883\u7535\u5546\u5feb\u901f\u8fed\u4ee3\u7684\u8fd0\u8425\u9700\u6c42\u3002<\/p>\n\n\n\n

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\u591a\u8bed\u8a00\u7ffb\u8bd1\u4e0e\u672c\u5730\u5316\u5185\u5bb9\u751f\u6210\u7684\u6838\u5fc3\uff0c\u662f\u6784\u5efa\u9ad8\u7cbe\u5ea6\u7684AI\u8bed\u4e49\u6a21\u578b\u2014\u2014\u8fd9\u7c7b\u6a21\u578b\u9700\u8981\u7cbe\u51c6\u6355\u6349\u4e0d\u540c\u8bed\u8a00\u7684\u8bed\u4e49\u5dee\u5f02\u3001\u8bed\u6cd5\u89c4\u5219\uff0c\u540c\u65f6\u6df1\u5ea6\u7406\u89e3\u76ee\u6807\u5e02\u573a\u7684\u6587\u5316\u4e60\u4fd7\u3001\u6d88\u8d39\u504f\u597d\uff0c\u5b9e\u73b0\u201c\u7ffb\u8bd1\u7cbe\u51c6\u3001\u6587\u5316\u9002\u914d\u3001\u573a\u666f\u8d34\u5408\u201d\u3002\u6b64\u7c7bAI\u6a21\u578b\u591a\u4e3aTransformer\u67b6\u6784\uff0c\u53c2\u6570\u53ef\u8fbe\u6570\u5341\u4ebf\u751a\u81f3\u4e0a\u767e\u4ebf\uff0c\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\u9700\u8981\u8fdb\u884c\u6d77\u91cf\u7684\u8bed\u4e49\u5206\u6790\u3001\u77e9\u9635\u8fd0\u7b97\u4e0e\u68af\u5ea6\u4e0b\u964d\u8ba1\u7b97\uff0c\u5bf9\u7b97\u529b\u7684\u8981\u6c42\u6781\u9ad8\u3002\u4f20\u7edfCPU\u7684\u8ba1\u7b97\u80fd\u529b\u6709\u9650\uff0c\u96be\u4ee5\u652f\u6491\u590d\u6742AI\u8bed\u4e49\u6a21\u578b\u7684\u5feb\u901f\u8bad\u7ec3\uff0c\u5f80\u5f80\u9700\u8981\u6570\u6708\u624d\u80fd\u5b8c\u6210\u4e00\u6b21\u6a21\u578b\u8fed\u4ee3\uff0c\u65e0\u6cd5\u9002\u914d\u8de8\u5883\u7535\u5546\u591a\u8bed\u79cd\u3001\u591a\u573a\u666f\u7684\u52a8\u6001\u9700\u6c42\u3002<\/p>\n\n\n\n

GPU\u7684\u5e76\u884c\u8ba1\u7b97\u67b6\u6784\uff0c\u4e13\u4e3a\u590d\u6742\u6a21\u578b\u8bad\u7ec3\u8bbe\u8ba1\uff0c\u53ef\u540c\u65f6\u5904\u7406\u6570\u767e\u4e07\u4e2a\u8ba1\u7b97\u4efb\u52a1\uff0c\u5c06AI\u8bed\u4e49\u6a21\u578b\u7684\u8bad\u7ec3\u5468\u671f\u4ece\u6570\u6708\u7f29\u77ed\u81f3\u6570\u5468\u751a\u81f3\u6570\u5929\uff0c\u540c\u65f6\u63d0\u5347\u6a21\u578b\u7684\u7ffb\u8bd1\u7cbe\u5ea6\u4e0e\u672c\u5730\u5316\u9002\u914d\u80fd\u529b\u3002\u661f\u5b87\u667a\u7b97\u9488\u5bf9\u8de8\u5883\u7535\u5546\u573a\u666f\uff0c\u5bf9GPU\u7b97\u529b\u5e73\u53f0\u8fdb\u884c\u4e86\u4e13\u9879\u4f18\u5316\uff0c\u9884\u88c5\u4e86\u591a\u8bed\u8a00\u7ffb\u8bd1\u3001\u5185\u5bb9\u751f\u6210\u76f8\u5173\u7684AI\u8bad\u7ec3\u6846\u67b6\uff08\u5982Transformer\u3001Fairseq\uff09\uff0c\u540c\u65f6\u9002\u914d\u5404\u7c7b\u8de8\u5883\u7535\u5546AI\u5de5\u5177\uff0c\u7ed3\u5408\u81ea\u8eabXyClaw\u591a\u667a\u80fd\u4f53\u684c\u9762\u7ba1\u5bb6\u7684\u96f6\u95e8\u69db\u3001\u81ea\u52a8\u5316\u4f18\u52bf\uff0c\u65e0\u9700\u4f01\u4e1a\u989d\u5916\u914d\u7f6e\u590d\u6742\u73af\u5883\uff0c\u5f00\u7bb1\u5373\u7528\uff0c\u5927\u5e45\u964d\u4f4e\u4e86\u4f01\u4e1a\u4f7f\u7528AI\u751f\u6210\u591a\u8bed\u8a00\u672c\u5730\u5316\u5185\u5bb9\u7684\u6280\u672f\u95e8\u69db\uff0c\u8ba9\u6a21\u578b\u7684\u5feb\u901f\u8fed\u4ee3\u6210\u4e3a\u53ef\u80fd\u3002<\/p>\n\n\n\n

\uff08\u4e09\uff09\u6838\u5fc3\u652f\u64913\uff1a\u9ad8\u5e76\u53d1\u63a8\u7406\uff0cGPU\u4fdd\u969c\u5185\u5bb9\u9ad8\u6548\u751f\u6210<\/h3>\n\n\n\n

\u8de8\u5883\u7535\u5546\u8fd0\u8425\u4e2d\uff0c\u591a\u8bed\u8a00\u7ffb\u8bd1\u4e0e\u672c\u5730\u5316\u5185\u5bb9\u751f\u6210\u5177\u6709\u201c\u9ad8\u5e76\u53d1\u3001\u5feb\u54cd\u5e94\u201d\u7684\u9700\u6c42\u2014\u2014\u4f8b\u5982\uff0c\u4e9a\u9a6c\u900a\u3001\u901f\u5356\u901a\u7b49\u5e73\u53f0\u7684\u4ea7\u54c1Listing\u6279\u91cf\u7ffb\u8bd1\u3001\u76f4\u64ad\u5b9e\u65f6\u5b57\u5e55\u7ffb\u8bd1\u3001\u7528\u6237\u54a8\u8be2\u5b9e\u65f6\u54cd\u5e94\u3001\u77ed\u89c6\u9891\u811a\u672c\u6279\u91cf\u751f\u6210\u7b49\u573a\u666f\uff0c\u9700\u8981AI\u6a21\u578b\u5728\u77ed\u65f6\u95f4\u5185\u5904\u7406\u6570\u767e\u751a\u81f3\u6570\u5343\u4e2a\u5e76\u53d1\u8bf7\u6c42\uff0c\u4e14\u54cd\u5e94\u5ef6\u8fdf\u9700\u63a7\u5236\u5728\u6beb\u79d2\u7ea7\u3002\u4f20\u7edfCPU\u7684\u5e76\u53d1\u5904\u7406\u80fd\u529b\u6709\u9650\uff0c\u6613\u51fa\u73b0\u5361\u987f\u3001\u5ef6\u8fdf\u7b49\u95ee\u9898\uff0c\u5f71\u54cd\u8fd0\u8425\u6548\u7387\u4e0e\u7528\u6237\u4f53\u9a8c\u3002<\/p>\n\n\n\n

GPU\u5177\u5907\u5f3a\u5927\u7684\u9ad8\u5e76\u53d1\u63a8\u7406\u80fd\u529b\uff0c\u53ef\u540c\u65f6\u627f\u8f7d\u6570\u767e\u8def\u591a\u8bed\u8a00\u7ffb\u8bd1\u3001\u5185\u5bb9\u751f\u6210\u8bf7\u6c42\uff0c\u7ed3\u5408\u661f\u5b87\u667a\u7b97\u7684\u5f39\u6027\u7b97\u529b\u8c03\u5ea6\u6280\u672f\uff0c\u52a8\u6001\u5206\u914d\u7b97\u529b\u8d44\u6e90\uff0c\u786e\u4fdd\u54cd\u5e94\u5ef6\u8fdf\u7a33\u5b9a\u5728200ms\u4ee5\u5185\uff0c\u5b8c\u7f8e\u9002\u914d\u8de8\u5883\u7535\u5546\u9ad8\u5e76\u53d1\u7684\u8fd0\u8425\u573a\u666f\u3002\u540c\u65f6\uff0c\u661f\u5b87\u667a\u7b97\u7684GPU\u7b97\u529b\u5e73\u53f0\u91c7\u7528\u8d85\u89c4\u6a21\u5197\u4f59\u67b6\u6784\uff0c\u786c\u4ef6\u5197\u4f59\u738735%\uff0c\u5355\u53f0\u670d\u52a1\u5668\u6545\u969c\u65f6\uff0c\u4efb\u52a1\u53ef\u572830\u79d2\u5185\u81ea\u52a8\u8fc1\u79fb\u81f3\u5907\u7528\u8282\u70b9\uff0c\u907f\u514d\u5185\u5bb9\u751f\u6210\u4e2d\u65ad\uff0c\u4fdd\u969c\u8de8\u5883\u7535\u5546\u8fd0\u8425\u7684\u8fde\u7eed\u6027\uff0c\u8fd9\u4e00\u4f18\u52bf\u5728\u591a\u5e73\u53f0\u3001\u591a\u8bed\u79cd\u6279\u91cf\u8fd0\u8425\u573a\u666f\u4e2d\u5c24\u4e3a\u7a81\u51fa\u3002<\/p>\n\n\n\n

\u4e8c\u3001\u884c\u4e1a\u75db\u70b9\uff1a\u8de8\u5883\u7535\u5546\u591a\u8bed\u8a00\u672c\u5730\u5316\uff0cAI\u751f\u6210\u7684\u4e09\u5927\u6838\u5fc3\u56f0\u5883<\/h2>\n\n\n\n

\u5c3d\u7ba1AI\u6280\u672f\u4e3a\u8de8\u5883\u7535\u5546\u591a\u8bed\u8a00\u7ffb\u8bd1\u4e0e\u672c\u5730\u5316\u5185\u5bb9\u751f\u6210\u63d0\u4f9b\u4e86\u5168\u65b0\u8def\u5f84\uff0c\u4e14GPU\u7b97\u529b\u5df2\u6210\u4e3a\u6838\u5fc3\u652f\u6491\uff0c\u4f46\u5f53\u524d\u4f01\u4e1a\u5728\u843d\u5730\u8fc7\u7a0b\u4e2d\uff0c\u4ecd\u9762\u4e34\u7b97\u529b\u4e0d\u8db3\u3001\u6210\u672c\u8fc7\u9ad8\u3001\u672c\u5730\u5316\u9002\u914d\u4e0d\u7cbe\u51c6\u7b49\u4e09\u5927\u6838\u5fc3\u56f0\u5883\uff0c\u8fd9\u4e9b\u56f0\u5883\u4e0d\u4ec5\u5236\u7ea6\u4e86AI\u6280\u672f\u7684\u89c4\u6a21\u5316\u5e94\u7528\uff0c\u4e5f\u963b\u788d\u4e86\u8de8\u5883\u7535\u5546\u4f01\u4e1a\u7684\u51fa\u6d77\u8fdb\u7a0b\uff0c\u800c\u661f\u5b87\u667a\u7b97\u7684\u7b97\u529b\u670d\u52a1\uff0c\u6070\u597d\u7cbe\u51c6\u7834\u89e3\u4e86\u8fd9\u4e9b\u75db\u70b9\u3002<\/p>\n\n\n\n

\uff08\u4e00\uff09\u75db\u70b9\u4e00\uff1a\u9ad8\u7aef\u7b97\u529b\u7f3a\u53e3\u5927\uff0c\u96be\u4ee5\u652f\u6491\u591a\u8bed\u79cdAI\u751f\u6210<\/h3>\n\n\n\n

\u591a\u8bed\u8a00\u7ffb\u8bd1\u4e0e\u672c\u5730\u5316\u5185\u5bb9AI\u751f\u6210\uff0c\u5bf9GPU\u7b97\u529b\u7684\u8981\u6c42\u6781\u9ad8\uff0c\u5c24\u5176\u662f\u9ad8\u7aefGPU\uff08\u5982A100\u3001H100\uff09\uff0c\u5355\u53f0\u9ad8\u7aefGPU\u7684\u4ef7\u683c\u53ef\u8fbe\u6570\u5341\u4e07\u5143\uff0c\u642d\u5efa\u4e00\u5957\u6ee1\u8db3\u8de8\u5883\u7535\u5546\u591a\u8bed\u79cd\u8fd0\u8425\u9700\u6c42\u7684GPU\u7b97\u529b\u96c6\u7fa4\uff0c\u521d\u671f\u6295\u5165\u53ef\u8fbe\u6570\u767e\u4e07\u5143\uff0c\u8fd9\u5bf9\u4e8e\u591a\u6570\u4e2d\u5c0f\u8de8\u5883\u7535\u5546\u4f01\u4e1a\u800c\u8a00\uff0c\u8d44\u91d1\u538b\u529b\u5de8\u5927\u3002\u6b64\u5916\uff0c\u9ad8\u7aefGPU\u82af\u7247\u4f9b\u5e94\u7d27\u5f20\uff0c\u96be\u4ee5\u5feb\u901f\u83b7\u53d6\uff0c\u5bfc\u81f4\u5f88\u591a\u4f01\u4e1a\u56e0\u7b97\u529b\u4e0d\u8db3\uff0c\u65e0\u6cd5\u5f00\u5c55\u5927\u89c4\u6a21\u591a\u8bed\u79cd\u5185\u5bb9\u751f\u6210\u3001\u6a21\u578b\u4f18\u5316\uff0c\u53ea\u80fd\u4f9d\u8d56\u4f20\u7edf\u7ffb\u8bd1\u6a21\u5f0f\uff0c\u6548\u7387\u4f4e\u4e0b\u3001\u9002\u914d\u6027\u5dee\u3002<\/p>\n\n\n\n

\u66f4\u5173\u952e\u7684\u662f\uff0c\u8de8\u5883\u7535\u5546\u591a\u8bed\u79cd\u5185\u5bb9\u751f\u6210\u7684\u7b97\u529b\u9700\u6c42\u5177\u6709\u6ce2\u52a8\u6027\u2014\u2014\u5927\u4fc3\u671f\u95f4\uff08\u5982\u9ed1\u4e94\u3001\u5723\u8bde\u8282\uff09\uff0c\u9700\u8981\u5927\u91cf\u7b97\u529b\u652f\u6491Listing\u6279\u91cf\u7ffb\u8bd1\u3001\u5e7f\u544a\u6587\u6848\u751f\u6210\uff1b\u800c\u65e5\u5e38\u8fd0\u8425\u4e2d\uff0c\u7b97\u529b\u9700\u6c42\u76f8\u5bf9\u8f83\u4f4e\uff0c\u591a\u6570\u4f01\u4e1a\u642d\u5efa\u7684\u81ea\u6709\u7b97\u529b\u96c6\u7fa4\uff0c\u5f80\u5f80\u51fa\u73b0\u201c\u9ad8\u5cf0\u671f\u7b97\u529b\u4e0d\u8db3\u3001\u5e73\u5cf0\u671f\u7b97\u529b\u95f2\u7f6e\u201d\u7684\u95ee\u9898\uff0c\u8fdb\u4e00\u6b65\u52a0\u5267\u4e86\u8d44\u91d1\u6d6a\u8d39\u3002<\/p>\n\n\n\n

\uff08\u4e8c\uff09\u75db\u70b9\u4e8c\uff1a\u7b97\u529b\u4e0e\u8fd0\u8425\u6210\u672c\u8fc7\u9ad8\uff0c\u4e2d\u5c0f\u4e3b\u4f53\u96be\u4ee5\u627f\u62c5<\/h3>\n\n\n\n

\u9664\u4e86\u521d\u671f\u7684\u786c\u4ef6\u6295\u5165\uff0cGPU\u7b97\u529b\u7684\u8fd0\u7ef4\u6210\u672c\u4e5f\u5c45\u9ad8\u4e0d\u4e0b\u2014\u2014\u9ad8\u7aefGPU\u7684\u80fd\u8017\u6781\u9ad8\uff0c\u4e00\u5957GPU\u7b97\u529b\u96c6\u7fa4\u6bcf\u5e74\u7684\u7535\u8d39\u53ef\u8fbe\u6570\u5341\u4e07\u5143\uff0c\u540c\u65f6\u9700\u8981\u4e13\u4e1a\u7684\u6280\u672f\u4eba\u5458\u8fdb\u884c\u8fd0\u7ef4\uff0c\u5904\u7406\u786c\u4ef6\u6545\u969c\u3001\u4f18\u5316\u7b97\u529b\u8c03\u5ea6\u3001\u66f4\u65b0AI\u6a21\u578b\uff0c\u8fd9\u8fdb\u4e00\u6b65\u589e\u52a0\u4e86\u4f01\u4e1a\u7684\u8d1f\u62c5\u3002\u5bf9\u4e8e\u4e2d\u5c0f\u8de8\u5883\u7535\u5546\u4f01\u4e1a\u800c\u8a00\uff0c\u672c\u8eab\u5229\u6da6\u7a7a\u95f4\u6709\u9650\uff0c\u96be\u4ee5\u627f\u62c5\u957f\u671f\u7684\u7b97\u529b\u6295\u5165\u4e0e\u8fd0\u7ef4\u6210\u672c\uff0c\u53ea\u80fd\u9009\u62e9\u4f4e\u6210\u672c\u7684\u901a\u7528AI\u7ffb\u8bd1\u5de5\u5177\uff0c\u5bfc\u81f4\u7ffb\u8bd1\u7cbe\u5ea6\u4f4e\u3001\u672c\u5730\u5316\u9002\u914d\u5dee\uff0c\u65e0\u6cd5\u6ee1\u8db3\u6d77\u5916\u5e02\u573a\u9700\u6c42\u3002<\/p>\n\n\n\n

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