\u6a21\u578b\u5e76\u884c\u5728 AI \u670d\u52a1\u5668\u4e2d\u5982\u4f55\u5de5\u4f5c<\/strong><\/h2>\n

\u6982\u8ff0<\/h3>\n

\u5f53\u4e00\u4e2a\u795e\u7ecf\u7f51\u7edc\u5927\u5230\u5355\u4e2a\u52a0\u901f\u5668\u65e0\u6cd5\u5bb9\u7eb3\u65f6\uff0c\u5c31\u9700\u8981\u4f7f\u7528\u6a21\u578b\u5e76\u884c<\/strong>\u3002\u4e0e\u5176\u5c06\u5b8c\u6574\u67b6\u6784\u653e\u5728\u5355\u5f20 GPU \u4e0a\uff0c\u4e0d\u5982\u628a\u4e0d\u540c\u5c42\u6216\u4e0d\u540c\u7ec4\u4ef6\u62c6\u5206\u5230\u591a\u53f0\u8bbe\u5907\u4e0a\u3002\u6bcf\u4e2a\u5355\u5143\u8d1f\u8d23\u8ba1\u7b97\u4e2d\u7684\u4e00\u90e8\u5206\uff0c\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\uff0c\u4e2d\u95f4\u8f93\u51fa\u4f1a\u5728\u8fd9\u4e9b\u8bbe\u5907\u4e4b\u95f4\u4f20\u9012\u3002\u8fd9\u79cd\u65b9\u5f0f\u5e38\u89c1\u4e8e\u5927\u578b\u8bed\u8a00\u7cfb\u7edf\u3001\u57fa\u4e8e Transformer \u7684\u5de5\u4f5c\u8d1f\u8f7d\uff0c\u4ee5\u53ca\u5176\u4ed6\u5bf9\u5185\u5b58\u8981\u6c42\u5f88\u9ad8\u7684 AI \u73af\u5883\u3002<\/p>\n

\u4e3a\u4e86\u9ad8\u6548\u8fd0\u884c\uff0c\u5206\u5e03\u5f0f\u8bad\u7ec3\u4f9d\u8d56 NCCL\u3001gRPC \u7b49\u9ad8\u901f\u901a\u4fe1\u5e93\u3002\u8bbe\u5907\u4e4b\u95f4\u4ea4\u6362\u6fc0\u6d3b\u503c\u548c\u66f4\u65b0\u4fe1\u606f\u8d8a\u987a\u7545\uff0c\u6574\u4f53\u541e\u5410\u8868\u73b0\u5c31\u8d8a\u597d\u3002\u8fd9\u4e5f\u662f\u4e3a\u4ec0\u4e48\u9ad8\u5e26\u5bbd\u4e92\u8fde\u5728\u5927\u89c4\u6a21 AI \u57fa\u7840\u8bbe\u65bd\u4e2d\u5982\u6b64\u91cd\u8981\u3002<\/p>\n

\u4f18\u52bf<\/h3>\n

\n
• \u5f53\u5b8c\u6574\u7f51\u7edc\u65e0\u6cd5\u88c5\u5165\u5355\u5f20 GPU \u65f6\uff0c\u4ecd\u7136\u53ef\u4ee5\u5b8c\u6210\u8bad\u7ec3\u3002<\/li>\n
• \u652f\u6301\u5148\u8fdb\u6df1\u5ea6\u5b66\u4e60\u4e2d\u4f7f\u7528\u7684\u5927\u578b\u67b6\u6784\u3002<\/li>\n
• \u5e2e\u52a9\u56e2\u961f\u7a81\u7834\u5355\u8bbe\u5907\u5185\u5b58\u9650\u5236\u3002<\/li>\n
• \u62d3\u5c55\u5927\u89c4\u6a21 AI \u7814\u7a76\u7684\u53ef\u80fd\u6027\u3002<\/li>\n<\/ul>\n

  \u6311\u6218<\/h3>\n

  \n
  • \u901a\u4fe1\u5f00\u9500\u53ef\u80fd\u6210\u4e3a\u6027\u80fd\u74f6\u9888\u3002<\/li>\n
  • \u9891\u7e41\u540c\u6b65\u53ef\u80fd\u589e\u52a0\u5ef6\u8fdf\u3002<\/li>\n
  • \u5f20\u91cf\u7ea7\u62c6\u5206\u901a\u5e38\u9700\u8981\u53cd\u590d\u4ea4\u6362\u90e8\u5206\u7ed3\u679c\u3002<\/li>\n
  • \u8d1f\u8f7d\u4e0d\u5747\u8861\u4f1a\u5bfc\u81f4\u90e8\u5206 GPU \u7b49\u5f85\u5176\u4ed6\u8bbe\u5907\u3002<\/li>\n<\/ul>\n

    \u5178\u578b\u5e94\u7528\u573a\u666f<\/h3>\n

    \n\n\n\n<\/colgroup>\n\n\n\n\n\n\n\n\n

    AI \u5de5\u4f5c\u8d1f\u8f7d<\/th>\n	\u8bf4\u660e<\/th>\n<\/tr>\n
    GPT \u98ce\u683c\u7cfb\u7edf<\/td>\n	\u53c2\u6570\u89c4\u6a21\u6781\u9ad8\u7684\u5927\u8bed\u8a00\u5de5\u4f5c\u8d1f\u8f7d\uff0c\u901a\u5e38\u9700\u8981\u8de8\u8bbe\u5907\u62c6\u5206\u8bad\u7ec3\u3002<\/td>\n<\/tr>\n
    PaLM \u7ea7\u8bad\u7ec3<\/td>\n	\u5927\u578b\u67b6\u6784\u7531\u4e8e\u5185\u5b58\u9700\u6c42\u9ad8\uff0c\u901a\u5e38\u9700\u8981\u591a\u8bbe\u5907\u6267\u884c\u3002<\/td>\n<\/tr>\n
    LLaMA \u7cfb\u5217\u9884\u8bad\u7ec3<\/td>\n	\u5f53\u5355\u4e2a\u52a0\u901f\u5668\u65e0\u6cd5\u6ee1\u8db3\u9700\u6c42\u65f6\uff0c\u5927\u89c4\u6a21\u8bed\u8a00\u8bad\u7ec3\u4e5f\u53ef\u80fd\u9700\u8981\u8fd9\u79cd\u65b9\u5f0f\u3002<\/td>\n<\/tr>\n
    \u836f\u7269\u53d1\u73b0<\/td>\n	\u86cb\u767d\u8d28\u9884\u6d4b\u548c\u79d1\u5b66 AI \u5f80\u5f80\u9700\u8981\u8de8\u591a\u53f0\u8bbe\u5907\u5904\u7406\u5927\u578b\u8ba1\u7b97\u56fe\u3002<\/td>\n<\/tr>\n
    \u6c14\u5019\u79d1\u5b66<\/td>\n	\u4ee5\u6a21\u62df\u4e3a\u4e3b\u7684\u7cfb\u7edf\u901a\u5e38\u9700\u8981\u5206\u5e03\u5f0f\u6267\u884c\u6765\u652f\u6301\u590d\u6742\u8ba1\u7b97\u3002<\/td>\n<\/tr>\n
    \u81ea\u52a8\u9a7e\u9a76<\/td>\n	\u611f\u77e5\u4e0e\u89c4\u5212\u6d41\u7a0b\u53ef\u80fd\u53d7\u76ca\u4e8e\u591a GPU \u8bad\u7ec3\u73af\u5883\u3002<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n \u5f53\u5185\u5b58\u5bb9\u91cf\u6210\u4e3a\u4e3b\u8981\u9650\u5236\u56e0\u7d20\u65f6\uff0c\u901a\u5e38\u4f1a\u4f18\u5148\u9009\u62e9\u8fd9\u79cd\u65b9\u5f0f\u3002\u5b83\u4f7f\u90a3\u4e9b\u539f\u672c\u65e0\u6cd5\u5728\u5355\u53f0\u670d\u52a1\u5668\u4e0a\u5b8c\u6210\u7684\u8bad\u7ec3\u4efb\u52a1\u6210\u4e3a\u53ef\u80fd\u3002<\/p>\n \u6570\u636e\u5e76\u884c\u5728 AI \u670d\u52a1\u5668\u4e2d\u5982\u4f55\u5de5\u4f5c<\/strong><\/h2>\n \u6982\u8ff0<\/h3>\n \u5f53\u5b8c\u6574\u7f51\u7edc\u80fd\u591f\u653e\u5165\u5185\u5b58\uff0c\u4f46\u6570\u636e\u96c6\u5927\u5230\u5355\u53f0\u8bbe\u5907\u65e0\u6cd5\u9ad8\u6548\u5904\u7406\u65f6\uff0c\u5c31\u4f1a\u4f7f\u7528\u6570\u636e\u5e76\u884c<\/strong>\u3002\u5728\u8fd9\u79cd\u8bbe\u7f6e\u4e0b\uff0c\u6bcf\u5757 GPU \u6216\u6bcf\u53f0\u670d\u52a1\u5668\u90fd\u4f1a\u4fdd\u5b58\u4e00\u4efd\u5b8c\u6574\u7684\u6a21\u578b\u526f\u672c\u3002\u968f\u540e\uff0c\u6570\u636e\u96c6\u4f1a\u88ab\u62c6\u5206\u6210\u591a\u4e2a\u6279\u6b21\uff0c\u6bcf\u4e2a\u5de5\u4f5c\u8282\u70b9\u5904\u7406\u5176\u4e2d\u7684\u4e00\u90e8\u5206\u3002\u6bcf\u4e00\u6b65\u5b8c\u6210\u540e\uff0c\u7cfb\u7edf\u90fd\u4f1a\u540c\u6b65\u68af\u5ea6\uff0c\u4ee5\u786e\u4fdd\u6240\u6709\u526f\u672c\u4fdd\u6301\u4e00\u81f4\u3002<\/p>\n \n \u5728\u6bcf\u5757 GPU \u6216\u6bcf\u53f0\u670d\u52a1\u5668\u4e0a\u590d\u5236\u6a21\u578b\u3002<\/li>\n \u5c06\u6570\u636e\u96c6\u62c6\u5206\u4e3a\u66f4\u5c0f\u7684\u90e8\u5206\uff0c\u5206\u914d\u7ed9\u5404\u4e2a\u5de5\u4f5c\u8282\u70b9\u3002<\/li>\n \u540c\u65f6\u5728\u8fd9\u4e9b\u6570\u636e\u90e8\u5206\u4e0a\u8fdb\u884c\u8bad\u7ec3\u3002<\/li>\n \u5728\u5404\u8bbe\u5907\u4e4b\u95f4\u540c\u6b65\u68af\u5ea6\u3002<\/li>\n \u5229\u7528\u805a\u5408\u540e\u7684\u7ed3\u679c\u66f4\u65b0\u6743\u91cd\u3002<\/li>\n \u9488\u5bf9\u6bcf\u4e2a\u6279\u6b21\u91cd\u590d\u8fd9\u4e00\u6d41\u7a0b\u3002<\/li>\n<\/ol>\n \u8fd9\u79cd\u65b9\u5f0f\u88ab\u5e7f\u6cdb\u91c7\u7528\uff0c\u56e0\u4e3a\u5b83\u66f4\u5bb9\u6613\u5b9e\u73b0\uff0c\u800c\u4e14\u901a\u5e38\u80fd\u591f\u5728 GPU \u96c6\u7fa4\u4e0a\u5b9e\u73b0\u826f\u597d\u7684\u6269\u5c55\u6027\u3002\u5728\u8bb8\u591a\u751f\u4ea7\u73af\u5883\u4e2d\uff0c\u53ea\u8981\u5185\u5b58\u4e0d\u662f\u4e3b\u8981\u95ee\u9898\uff0c\u5b83\u5c31\u662f\u9ed8\u8ba4\u7684\u5206\u5e03\u5f0f\u8bad\u7ec3\u7b56\u7565\u3002<\/p>\n \u4f18\u52bf<\/h3>\n \u6570\u636e\u5e76\u884c\u901a\u8fc7\u540c\u65f6\u5904\u7406\u591a\u4e2a\u6279\u6b21\u6765\u63d0\u5347\u8bad\u7ec3\u901f\u5ea6\u3002\u5b83\u5c24\u5176\u9002\u7528\u4e8e\u56fe\u50cf\u5206\u7c7b\u3001\u8bed\u97f3\u8bc6\u522b\u3001\u63a8\u8350\u5f15\u64ce\u4ee5\u53ca\u5176\u4ed6\u62e5\u6709\u8d85\u5927\u6570\u636e\u96c6\u7684\u5de5\u4f5c\u8d1f\u8f7d\u3002\u7531\u4e8e\u6bcf\u4e2a\u5de5\u4f5c\u8282\u70b9\u4f7f\u7528\u7684\u90fd\u662f\u76f8\u540c\u7684\u7f51\u7edc\u7ed3\u6784\uff0c\u56e0\u6b64\u76f8\u6bd4\u62c6\u5206\u67b6\u6784\u7684\u65b9\u5f0f\uff0c\u5b83\u901a\u5e38\u66f4\u5bb9\u6613\u90e8\u7f72\u3002<\/p>\n \u63d0\u793a\uff1a\u540c\u6b65\u8bad\u7ec3\u901a\u5e38\u4f1a\u4f7f\u7528 all-reduce \u6765\u805a\u5408\u5404\u5757 GPU \u4e4b\u95f4\u7684\u68af\u5ea6\u3002<\/p><\/blockquote>\n \u5c40\u9650\u6027<\/h3>\n \u5b83\u7684\u4e3b\u8981\u9650\u5236\u5728\u4e8e\u5185\u5b58\u6548\u7387\u3002\u7531\u4e8e\u6bcf\u4e2a\u5de5\u4f5c\u8282\u70b9\u90fd\u8981\u4fdd\u5b58\u4e00\u4efd\u5b8c\u6574\u7684\u7f51\u7edc\u526f\u672c\uff0c\u56e0\u6b64\u53ea\u6709\u5f53\u6574\u4e2a\u7cfb\u7edf\u80fd\u591f\u88c5\u5165\u5355\u53f0\u8bbe\u5907\u65f6\uff0c\u8fd9\u79cd\u65b9\u5f0f\u624d\u53ef\u884c\u3002\u968f\u7740\u52a0\u5165\u7684\u670d\u52a1\u5668\u8d8a\u6765\u8d8a\u591a\uff0c\u901a\u4fe1\u5f00\u9500\u4e5f\u53ef\u80fd\u4e0d\u65ad\u4e0a\u5347\uff0c\u5c24\u5176\u662f\u5728\u96c6\u7fa4\u5e26\u5bbd\u6709\u9650\u7684\u60c5\u51b5\u4e0b\u3002<\/p>\n \u5178\u578b\u573a\u666f<\/h3>\n \u5f53\u67b6\u6784\u89c4\u6a21\u53ef\u63a7\u3001\u4f46\u8bad\u7ec3\u6570\u636e\u96c6\u975e\u5e38\u5e9e\u5927\u65f6\uff0c\u8fd9\u79cd\u65b9\u5f0f\u6700\u4e3a\u5e38\u89c1\u3002\u5178\u578b\u4f8b\u5b50\u5305\u62ec\u56fe\u50cf\u5206\u7c7b\u3001\u8bed\u97f3\u8bc6\u522b\u3001\u63a8\u8350\u7cfb\u7edf\uff0c\u4ee5\u53ca\u8bb8\u591a\u751f\u4ea7\u73af\u5883\u4e2d\u7684\u6df1\u5ea6\u5b66\u4e60\u6d41\u6c34\u7ebf\u3002<\/p>\n \n\n\n\n<\/colgroup>\n\n\n\n\n\n \u540c\u6b65\u65b9\u6cd5<\/th>\n \u8bf4\u660e<\/th>\n<\/tr>\n AllReduce<\/td>\n \u5c06\u591a\u5757 GPU \u7684\u68af\u5ea6\u5408\u5e76\u540e\u518d\u5206\u53d1\uff0c\u4ee5\u786e\u4fdd\u6240\u6709\u5de5\u4f5c\u8282\u70b9\u4fdd\u6301\u4e00\u81f4\u3002<\/td>\n<\/tr>\n Ring AllReduce<\/td>\n \u5c06\u5de5\u4f5c\u8282\u70b9\u7ec4\u7ec7\u6210\u73af\u5f62\u7ed3\u6784\uff0c\u4ee5\u51cf\u5c11\u540c\u6b65\u8fc7\u7a0b\u4e2d\u7684\u901a\u4fe1\u5f00\u9500\u3002<\/td>\n<\/tr>\n Hierarchical AllReduce<\/td>\n \u901a\u8fc7\u5b50\u7ec4\u805a\u5408\u6765\u63d0\u5347\u5927\u578b\u96c6\u7fa4\u4e2d\u7684\u540c\u6b65\u6548\u7387\u3002<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n \u6a21\u578b\u5e76\u884c vs \u6570\u636e\u5e76\u884c<\/strong><\/h2>\n \u5173\u952e\u533a\u522b<\/h3>\n \u6a21\u578b\u5e76\u884c<\/strong>\u4e0e\u6570\u636e\u5e76\u884c<\/strong>\u6700\u6838\u5fc3\u7684\u533a\u522b\uff0c\u5728\u4e8e\u5230\u5e95\u62c6\u5206\u7684\u662f\u4ec0\u4e48\u3002\u5728\u524d\u8005\u4e2d\uff0c\u88ab\u62c6\u5206\u7684\u662f\u7f51\u7edc\u67b6\u6784\u672c\u8eab\uff1b\u5728\u540e\u8005\u4e2d\uff0c\u5219\u662f\u590d\u5236\u5b8c\u6574\u7f51\u7edc\uff0c\u518d\u5c06\u6570\u636e\u96c6\u5206\u914d\u5230\u4e0d\u540c\u5de5\u4f5c\u8282\u70b9\u3002\u4e00\u4e2a\u89e3\u51b3\u7684\u662f\u5185\u5b58\u95ee\u9898\uff0c\u53e6\u4e00\u4e2a\u89e3\u51b3\u7684\u662f\u541e\u5410\u95ee\u9898\u3002<\/p>\n \n \u5f53\u6a21\u578b\u80fd\u591f\u88c5\u5165\u5355\u53f0\u8bbe\u5907\uff0c\u4f46\u6570\u636e\u96c6\u5f88\u5927\u65f6\uff0c\u4f7f\u7528\u6570\u636e\u5e76\u884c\u3002<\/li>\n \u5f53\u7f51\u7edc\u67b6\u6784\u5bf9\u5355\u5f20 GPU \u6216\u5355\u53f0\u670d\u52a1\u5668\u6765\u8bf4\u8fc7\u5927\u65f6\uff0c\u4f7f\u7528\u6a21\u578b\u5e76\u884c\u3002<\/li>\n \u6570\u636e\u5e76\u884c\u901a\u5e38\u66f4\u5bb9\u6613\u90e8\u7f72\u548c\u7ba1\u7406\u3002<\/li>\n \u6a21\u578b\u5e76\u884c\u66f4\u590d\u6742\uff0c\u4f46\u5bf9\u4e8e\u8d85\u5927\u89c4\u6a21 AI \u7cfb\u7edf\u6765\u8bf4\u4e0d\u53ef\u6216\u7f3a\u3002<\/li>\n<\/ul>\n \u6ce8\u610f\uff1a\u8fd9\u4e24\u79cd\u65b9\u5f0f\u90fd\u4f9d\u8d56\u9ad8\u901f\u7f51\u7edc\uff0c\u4f46\u62c6\u5206\u67b6\u6784\u901a\u5e38\u5bf9\u4f4e\u5ef6\u8fdf\u901a\u4fe1\u7684\u4f9d\u8d56\u66f4\u5f3a\u3002<\/p><\/blockquote>\n \u4f18\u70b9\u4e0e\u7f3a\u70b9<\/h3>\n \n\n\n\n\n<\/colgroup>\n\n\n\n\n\n\n \u65b9\u9762<\/th>\n \u6a21\u578b\u5e76\u884c<\/th>\n \u6570\u636e\u5e76\u884c<\/th>\n<\/tr>\n \u5185\u5b58\u6548\u7387<\/td>\n \u901a\u8fc7\u5c06\u5927\u578b\u7f51\u7edc\u62c6\u5206\u5230\u591a\u5757 GPU \u4e0a\uff0c\u652f\u6301\u8bad\u7ec3\u8d85\u5927\u89c4\u6a21\u7cfb\u7edf\u3002<\/td>\n \u8981\u6c42\u6bcf\u5757 GPU \u90fd\u6301\u6709\u4e00\u4efd\u5b8c\u6574\u7684\u6a21\u578b\u526f\u672c\u3002<\/td>\n<\/tr>\n \u901a\u4fe1\u5f00\u9500<\/td>\n \u901a\u5e38\u66f4\u9ad8\uff0c\u56e0\u4e3a\u8bbe\u5907\u4e4b\u95f4\u8981\u9891\u7e41\u4ea4\u6362\u4e2d\u95f4\u8f93\u51fa\u3002<\/td>\n \u901a\u5e38\u8f83\u4f4e\uff0c\u4f46\u68af\u5ea6\u540c\u6b65\u4ecd\u7136\u4f1a\u5e26\u6765\u989d\u5916\u6210\u672c\u3002<\/td>\n<\/tr>\n \u8d1f\u8f7d\u5747\u8861<\/td>\n \u9700\u8981\u7cbe\u5fc3\u89c4\u5212\uff0c\u786e\u4fdd\u6bcf\u53f0\u8bbe\u5907\u627f\u62c5\u516c\u5e73\u7684\u5de5\u4f5c\u91cf\u3002<\/td>\n \u901a\u5e38\u66f4\u5bb9\u6613\uff0c\u56e0\u4e3a\u6bcf\u4e2a\u5de5\u4f5c\u8282\u70b9\u5904\u7406\u81ea\u5df1\u7684\u6279\u6b21\u3002<\/td>\n<\/tr>\n \u541e\u5410\u91cf<\/td>\n \u53ef\u80fd\u53d7\u901a\u4fe1\u5ef6\u8fdf\u9650\u5236\u3002<\/td>\n \u5bf9\u4e8e\u5927\u578b\u6570\u636e\u96c6\uff0c\u901a\u5e38\u80fd\u591f\u63d0\u4f9b\u66f4\u9ad8\u541e\u5410\u3002<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n \u4ece\u8fd0\u7ef4\u89d2\u5ea6\u6765\u770b\uff0c\u6570\u636e\u5e76\u884c\u901a\u5e38\u66f4\u6613\u4e8e\u7ba1\u7406\u3002\u4e0d\u8fc7\uff0c\u5f53\u5355\u53f0\u8bbe\u5907\u65e0\u6cd5\u5bb9\u7eb3\u5b8c\u6574\u53c2\u6570\u96c6\u65f6\uff0c\u6a21\u578b\u5e76\u884c\u5c31\u4f1a\u6210\u4e3a\u5fc5\u9700\u9009\u62e9\u3002<\/p>\n \u4f55\u65f6\u4f7f\u7528\u6bcf\u79cd\u65b9\u5f0f<\/h3>\n \n \u5982\u679c\u4f60\u7684\u6a21\u578b\u80fd\u591f\u653e\u5728\u5355\u53f0\u8bbe\u5907\u4e0a\uff0c\u5e76\u4e14\u5e0c\u671b\u52a0\u5feb\u5927\u89c4\u6a21\u6570\u636e\u96c6\u7684\u8bad\u7ec3\u901f\u5ea6\uff0c\u8bf7\u9009\u62e9\u6570\u636e\u5e76\u884c<\/strong>\u3002<\/li>\n \u5982\u679c\u7f51\u7edc\u8fc7\u5927\uff0c\u5355\u5f20 GPU \u6216\u5355\u53f0\u670d\u52a1\u5668\u65e0\u6cd5\u5bb9\u7eb3\uff0c\u8bf7\u9009\u62e9\u6a21\u578b\u5e76\u884c<\/strong>\u3002<\/li>\n \u5982\u679c\u6a21\u578b\u548c\u6570\u636e\u96c6\u90fd\u5f88\u5927\uff0c\u53ef\u4ee5\u91c7\u7528\u6df7\u5408\u7b56\u7565\u3002<\/li>\n \u5728\u6269\u5c55\u4e4b\u524d\uff0c\u52a1\u5fc5\u8bc4\u4f30\u5185\u5b58\u5bb9\u91cf\u3001\u7f51\u7edc\u5e26\u5bbd\u548c GPU \u6570\u91cf\u3002<\/li>\n<\/ul>\n \u8bf7\u8bb0\u4f4f\uff1a\u6700\u4f73\u8bad\u7ec3\u7b56\u7565\u53d6\u51b3\u4e8e\u5de5\u4f5c\u8d1f\u8f7d\u5f62\u6001\u3001\u786c\u4ef6\u9650\u5236\u548c\u901a\u4fe1\u6027\u80fd\u3002<\/p><\/blockquote>\n \u4e3a\u5206\u5e03\u5f0f AI \u8bad\u7ec3\u9009\u62e9\u5408\u9002\u7684\u7b56\u7565<\/strong><\/h2>\n \u9009\u62e9\u56e0\u7d20<\/h3>\n \u8981\u9009\u51fa\u6b63\u786e\u7684\u65b9\u6cd5\uff0c\u53ef\u4ee5\u5148\u95ee\u81ea\u5df1\u51e0\u4e2a\u5b9e\u9645\u95ee\u9898\uff1a\u7f51\u7edc\u80fd\u5426\u653e\u5165\u5355\u53f0\u8bbe\u5907\uff1f\u6570\u636e\u96c6\u662f\u5426\u5927\u5230\u5355\u53f0\u670d\u52a1\u5668\u65e0\u6cd5\u9ad8\u6548\u8bad\u7ec3\uff1f\u4f60\u7684\u57fa\u7840\u8bbe\u65bd\u80fd\u5426\u652f\u6301 GPU \u6216\u8282\u70b9\u4e4b\u95f4\u7684\u9ad8\u901f\u901a\u4fe1\uff1f\u8fd9\u4e9b\u95ee\u9898\u7684\u7b54\u6848\uff0c\u901a\u5e38\u4f1a\u544a\u8bc9\u4f60\u8be5\u9009\u62e9\u6570\u636e\u5e76\u884c\u3001\u6a21\u578b\u5e76\u884c\uff0c\u8fd8\u662f\u6df7\u5408\u65b9\u6848\u3002<\/p>\n \u4f60\u8fd8\u5e94\u8003\u8651\u5185\u5b58\u5bb9\u91cf\u3001\u4e92\u8fde\u5e26\u5bbd\u3001\u96c6\u7fa4\u8bbe\u8ba1\u4ee5\u53ca\u5de5\u4f5c\u8d1f\u8f7d\u7c7b\u578b\u3002Transformer \u8bad\u7ec3\u3001\u5927\u578b\u8bed\u8a00\u7cfb\u7edf\u548c\u79d1\u5b66 AI \u4efb\u52a1\uff0c\u5f80\u5f80\u6bd4\u5c0f\u578b\u673a\u5668\u5b66\u4e60\u4efb\u52a1\u66f4\u9700\u8981\u5148\u8fdb\u7684\u5206\u5e03\u65b9\u5f0f\u3002<\/p>\n \u5b9e\u7528\u5efa\u8bae<\/h3>\n \u5982\u679c\u4f60\u7684\u4e3b\u8981\u6311\u6218\u662f\u6a21\u578b\u89c4\u6a21\uff0c\u90a3\u4e48\u6a21\u578b\u5e76\u884c\u901a\u5e38\u662f\u6b63\u786e\u9009\u62e9\uff1b\u5982\u679c\u67b6\u6784\u53ef\u4ee5\u8f7b\u677e\u88c5\u5165\u5185\u5b58\uff0c\u4f46\u8bad\u7ec3\u901f\u5ea6\u53d7\u6570\u636e\u91cf\u62d6\u7d2f\uff0c\u90a3\u4e48\u6570\u636e\u5e76\u884c\u5f80\u5f80\u66f4\u5408\u9002\u3002\u5728\u5927\u578b AI \u96c6\u7fa4\u4e2d\uff0c\u5f88\u591a\u56e2\u961f\u4f1a\u7ed3\u5408\u4e24\u79cd\u65b9\u6cd5\uff0c\u4ee5\u5e73\u8861\u5185\u5b58\u5360\u7528\u548c\u541e\u5410\u80fd\u529b\u3002<\/p>\n \u589e\u52a0\u66f4\u591a GPU \u5e76\u4e0d\u4e00\u5b9a\u610f\u5473\u7740\u6027\u80fd\u4e00\u5b9a\u63d0\u5347\u3002\u8fbe\u5230\u67d0\u4e2a\u89c4\u6a21\u540e\uff0c\u901a\u4fe1\u6210\u672c\u3001\u540c\u6b65\u65f6\u95f4\u548c\u8d1f\u8f7d\u4e0d\u5747\u8861\u90fd\u4f1a\u524a\u5f31\u6269\u5c55\u6536\u76ca\u3002\u8fd9\u4e5f\u6b63\u662f\u4e3a\u4ec0\u4e48\u5728\u6269\u5927\u8bad\u7ec3\u4efb\u52a1\u4e4b\u524d\uff0c\u8fdb\u884c\u57fa\u51c6\u6d4b\u8bd5\u5341\u5206\u91cd\u8981\u3002<\/p>\n \n\n\n\n<\/colgroup>\n\n\n\n\n\n\n\n \u5206\u5e03\u5f0f\u8bad\u7ec3\u7684\u4f18\u70b9<\/th>\n \u5206\u5e03\u5f0f\u8bad\u7ec3\u7684\u7f3a\u70b9<\/th>\n<\/tr>\n \u66f4\u5feb\u5b8c\u6210\u4efb\u52a1<\/td>\n \u590d\u5236\u5e26\u6765\u7684\u5185\u5b58\u5f00\u9500<\/td>\n<\/tr>\n \u53ef\u6269\u5c55\u5230\u66f4\u5927\u7684\u5de5\u4f5c\u8d1f\u8f7d<\/td>\n \u901a\u4fe1\u74f6\u9888<\/td>\n<\/tr>\n \u652f\u6301\u66f4\u5927\u7684\u6570\u636e\u96c6\u548c\u67b6\u6784<\/td>\n \u540c\u6b65\u5ef6\u8fdf<\/td>\n<\/tr>\n \u63d0\u5347\u8d44\u6e90\u5229\u7528\u7387<\/td>\n \u96c6\u7fa4\u89c4\u6a21\u589e\u5927\u540e\u8fb9\u9645\u6536\u76ca\u9012\u51cf<\/td>\n<\/tr>\n \u9002\u7528\u4e8e\u751f\u4ea7\u7ea7 AI \u7cfb\u7edf<\/td>\n \u6709\u4e9b\u5de5\u4f5c\u8d1f\u8f7d\u96be\u4ee5\u9ad8\u6548\u62c6\u5206<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n \u771f\u5b9e\u4e16\u754c\u6848\u4f8b<\/h3>\n \u50cf GPT \u98ce\u683c\u67b6\u6784\u8fd9\u6837\u7684\u5927\u578b\u8bed\u8a00\u7cfb\u7edf\uff0c\u5f80\u5f80\u4f1a\u91c7\u7528\u6df7\u5408\u7b56\u7565\uff0c\u56e0\u4e3a\u7f51\u7edc\u548c\u6570\u636e\u96c6\u90fd\u5f88\u5e9e\u5927\u3002\u56fe\u50cf\u8bc6\u522b\u5de5\u4f5c\u8d1f\u8f7d\u901a\u5e38\u66f4\u9002\u5408\u6570\u636e\u5e76\u884c\uff0c\u56e0\u4e3a\u67b6\u6784\u53ef\u4ee5\u653e\u5165\u5185\u5b58\uff0c\u800c\u6570\u636e\u91cf\u5374\u5341\u5206\u5de8\u5927\u3002\u79d1\u5b66\u6a21\u62df\u3001\u86cb\u767d\u8d28\u6298\u53e0\u548c\u6c14\u5019 AI \u5219\u53ef\u80fd\u66f4\u591a\u4f9d\u8d56\u6a21\u578b\u5e76\u884c\uff0c\u56e0\u4e3a\u5176\u8ba1\u7b97\u56fe\u53ef\u80fd\u5927\u5230\u5355\u4e2a\u52a0\u901f\u5668\u65e0\u6cd5\u627f\u8f7d\u3002<\/p>\n \u8fd9\u4e9b\u6848\u4f8b\u8868\u660e\uff0c\u5e76\u4e0d\u5b58\u5728\u653e\u4e4b\u56db\u6d77\u800c\u7686\u51c6\u7684\u552f\u4e00\u7b54\u6848\u3002\u6b63\u786e\u7684\u65b9\u6cd5\u53d6\u51b3\u4e8e\u4f60\u7684\u670d\u52a1\u5668\u3001\u5de5\u4f5c\u8d1f\u8f7d\u7279\u5f81\u4ee5\u53ca\u6269\u5c55\u76ee\u6807\u3002<\/p>\n \n <\/div>\n<\/div>\n \u6a21\u578b\u5e76\u884c<\/strong>\u4e0e\u6570\u636e\u5e76\u884c<\/strong>\u90fd\u662f\u73b0\u4ee3 AI 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