\u6a21\u578b\u4e26\u884c\u5728 AI \u4f3a\u670d\u5668\u4e2d\u5982\u4f55\u904b\u4f5c<\/strong><\/h2>\n

\u6982\u8ff0<\/h3>\n

\u7576\u4e00\u500b\u795e\u7d93\u7db2\u8def\u5927\u5230\u55ae\u500b\u52a0\u901f\u5668\u7121\u6cd5\u5bb9\u7d0d\u6642\uff0c\u5c31\u9700\u8981\u4f7f\u7528\u6a21\u578b\u4e26\u884c<\/strong>\u3002\u8207\u5176\u5c07\u5b8c\u6574\u67b6\u69cb\u653e\u5728\u55ae\u5f35 GPU \u4e0a\uff0c\u4e0d\u5982\u628a\u4e0d\u540c\u5c64\u6216\u4e0d\u540c\u5143\u4ef6\u62c6\u5206\u5230\u591a\u53f0\u88dd\u7f6e\u4e0a\u3002\u6bcf\u500b\u55ae\u5143\u8ca0\u8cac\u8a08\u7b97\u4e2d\u7684\u4e00\u90e8\u5206\uff0c\u8a13\u7df4\u904e\u7a0b\u4e2d\uff0c\u4e2d\u9593\u8f38\u51fa\u6703\u5728\u9019\u4e9b\u88dd\u7f6e\u4e4b\u9593\u50b3\u905e\u3002\u9019\u7a2e\u65b9\u5f0f\u5e38\u898b\u65bc\u5927\u578b\u8a9e\u8a00\u7cfb\u7d71\u3001\u57fa\u65bc Transformer \u7684\u5de5\u4f5c\u8ca0\u8f09\uff0c\u4ee5\u53ca\u5176\u4ed6\u5c0d\u8a18\u61b6\u9ad4\u8981\u6c42\u5f88\u9ad8\u7684 AI \u74b0\u5883\u3002<\/p>\n

\u70ba\u4e86\u9ad8\u6548\u904b\u4f5c\uff0c\u5206\u6563\u5f0f\u8a13\u7df4\u4ef0\u8cf4 NCCL\u3001gRPC \u7b49\u9ad8\u901f\u901a\u8a0a\u51fd\u5f0f\u5eab\u3002\u88dd\u7f6e\u4e4b\u9593\u4ea4\u63db\u555f\u7528\u503c\u548c\u66f4\u65b0\u8cc7\u8a0a\u8d8a\u9806\u66a2\uff0c\u6574\u9ad4\u541e\u5410\u8868\u73fe\u5c31\u8d8a\u597d\u3002\u9019\u4e5f\u662f\u70ba\u4ec0\u9ebc\u9ad8\u983b\u5bec\u4e92\u9023\u5728\u5927\u898f\u6a21 AI \u57fa\u790e\u8a2d\u65bd\u4e2d\u5982\u6b64\u91cd\u8981\u3002<\/p>\n

\u512a\u52e2<\/h3>\n

\n
• \u7576\u5b8c\u6574\u7db2\u8def\u7121\u6cd5\u88dd\u5165\u55ae\u5f35 GPU \u6642\uff0c\u4ecd\u7136\u53ef\u4ee5\u5b8c\u6210\u8a13\u7df4\u3002<\/li>\n
• \u652f\u63f4\u5148\u9032\u6df1\u5ea6\u5b78\u7fd2\u4e2d\u4f7f\u7528\u7684\u5927\u578b\u67b6\u69cb\u3002<\/li>\n
• \u5e6b\u52a9\u5718\u968a\u7a81\u7834\u55ae\u4e00\u88dd\u7f6e\u7684\u8a18\u61b6\u9ad4\u9650\u5236\u3002<\/li>\n
• \u62d3\u5c55\u5927\u898f\u6a21 AI \u7814\u7a76\u7684\u53ef\u80fd\u6027\u3002<\/li>\n<\/ul>\n

  \u6311\u6230<\/h3>\n

  \n
  • \u901a\u8a0a\u958b\u92b7\u53ef\u80fd\u6210\u70ba\u6548\u80fd\u74f6\u9838\u3002<\/li>\n
  • \u983b\u7e41\u540c\u6b65\u53ef\u80fd\u589e\u52a0\u5ef6\u9072\u3002<\/li>\n
  • \u5f35\u91cf\u5c64\u7d1a\u62c6\u5206\u901a\u5e38\u9700\u8981\u53cd\u8986\u4ea4\u63db\u90e8\u5206\u7d50\u679c\u3002<\/li>\n
  • \u8ca0\u8f09\u4e0d\u5747\u8861\u6703\u5c0e\u81f4\u90e8\u5206 GPU \u7b49\u5f85\u5176\u4ed6\u88dd\u7f6e\u3002<\/li>\n<\/ul>\n

    \u5178\u578b\u61c9\u7528\u60c5\u5883<\/h3>\n

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

    AI \u5de5\u4f5c\u8ca0\u8f09<\/th>\n	\u8aaa\u660e<\/th>\n<\/tr>\n
    GPT \u98a8\u683c\u7cfb\u7d71<\/td>\n	\u53c3\u6578\u898f\u6a21\u6975\u9ad8\u7684\u5927\u578b\u8a9e\u8a00\u5de5\u4f5c\u8ca0\u8f09\uff0c\u901a\u5e38\u9700\u8981\u8de8\u88dd\u7f6e\u62c6\u5206\u8a13\u7df4\u3002<\/td>\n<\/tr>\n
    PaLM \u7d1a\u8a13\u7df4<\/td>\n	\u5927\u578b\u67b6\u69cb\u7531\u65bc\u8a18\u61b6\u9ad4\u9700\u6c42\u9ad8\uff0c\u901a\u5e38\u9700\u8981\u591a\u88dd\u7f6e\u57f7\u884c\u3002<\/td>\n<\/tr>\n
    LLaMA \u7cfb\u5217\u9810\u8a13\u7df4<\/td>\n	\u7576\u55ae\u500b\u52a0\u901f\u5668\u7121\u6cd5\u6eff\u8db3\u9700\u6c42\u6642\uff0c\u5927\u898f\u6a21\u8a9e\u8a00\u8a13\u7df4\u4e5f\u53ef\u80fd\u9700\u8981\u9019\u7a2e\u65b9\u5f0f\u3002<\/td>\n<\/tr>\n
    \u85e5\u7269\u7814\u767c<\/td>\n	\u86cb\u767d\u8cea\u9810\u6e2c\u8207\u79d1\u5b78 AI \u5f80\u5f80\u9700\u8981\u8de8\u591a\u53f0\u88dd\u7f6e\u8655\u7406\u5927\u578b\u8a08\u7b97\u5716\u3002<\/td>\n<\/tr>\n
    \u6c23\u5019\u79d1\u5b78<\/td>\n	\u4ee5\u6a21\u64ec\u70ba\u4e3b\u7684\u7cfb\u7d71\u901a\u5e38\u9700\u8981\u5206\u6563\u5f0f\u57f7\u884c\u4f86\u652f\u63f4\u8907\u96dc\u904b\u7b97\u3002<\/td>\n<\/tr>\n
    \u81ea\u52d5\u99d5\u99db<\/td>\n	\u611f\u77e5\u8207\u898f\u5283\u6d41\u7a0b\u53ef\u80fd\u53d7\u76ca\u65bc\u591a GPU \u8a13\u7df4\u74b0\u5883\u3002<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n \u7576\u8a18\u61b6\u9ad4\u5bb9\u91cf\u6210\u70ba\u4e3b\u8981\u9650\u5236\u56e0\u7d20\u6642\uff0c\u901a\u5e38\u6703\u512a\u5148\u9078\u64c7\u9019\u7a2e\u65b9\u5f0f\u3002\u5b83\u4f7f\u90a3\u4e9b\u539f\u672c\u7121\u6cd5\u5728\u55ae\u53f0\u4f3a\u670d\u5668\u4e0a\u5b8c\u6210\u7684\u8a13\u7df4\u4efb\u52d9\u6210\u70ba\u53ef\u80fd\u3002<\/p>\n \u8cc7\u6599\u4e26\u884c\u5728 AI \u4f3a\u670d\u5668\u4e2d\u5982\u4f55\u904b\u4f5c<\/strong><\/h2>\n \u6982\u8ff0<\/h3>\n \u7576\u5b8c\u6574\u7db2\u8def\u80fd\u5920\u653e\u5165\u8a18\u61b6\u9ad4\uff0c\u4f46\u8cc7\u6599\u96c6\u5927\u5230\u55ae\u53f0\u88dd\u7f6e\u7121\u6cd5\u9ad8\u6548\u8655\u7406\u6642\uff0c\u5c31\u6703\u4f7f\u7528\u8cc7\u6599\u4e26\u884c<\/strong>\u3002\u5728\u9019\u7a2e\u8a2d\u5b9a\u4e0b\uff0c\u6bcf\u5f35 GPU \u6216\u6bcf\u53f0\u4f3a\u670d\u5668\u90fd\u6703\u4fdd\u5b58\u4e00\u4efd\u5b8c\u6574\u7684\u6a21\u578b\u526f\u672c\u3002\u96a8\u5f8c\uff0c\u8cc7\u6599\u96c6\u6703\u88ab\u62c6\u5206\u6210\u591a\u500b\u6279\u6b21\uff0c\u6bcf\u500b\u5de5\u4f5c\u7bc0\u9ede\u8655\u7406\u5176\u4e2d\u7684\u4e00\u90e8\u5206\u3002\u6bcf\u4e00\u6b65\u5b8c\u6210\u5f8c\uff0c\u7cfb\u7d71\u90fd\u6703\u540c\u6b65\u68af\u5ea6\uff0c\u4ee5\u78ba\u4fdd\u6240\u6709\u526f\u672c\u4fdd\u6301\u4e00\u81f4\u3002<\/p>\n \n \u5728\u6bcf\u5f35 GPU \u6216\u6bcf\u53f0\u4f3a\u670d\u5668\u4e0a\u8907\u88fd\u6a21\u578b\u3002<\/li>\n \u5c07\u8cc7\u6599\u96c6\u62c6\u5206\u70ba\u66f4\u5c0f\u7684\u90e8\u5206\uff0c\u5206\u914d\u7d66\u5404\u500b\u5de5\u4f5c\u7bc0\u9ede\u3002<\/li>\n \u540c\u6642\u5728\u9019\u4e9b\u8cc7\u6599\u90e8\u5206\u4e0a\u9032\u884c\u8a13\u7df4\u3002<\/li>\n \u5728\u5404\u88dd\u7f6e\u4e4b\u9593\u540c\u6b65\u68af\u5ea6\u3002<\/li>\n \u5229\u7528\u805a\u5408\u5f8c\u7684\u7d50\u679c\u66f4\u65b0\u6b0a\u91cd\u3002<\/li>\n \u91dd\u5c0d\u6bcf\u500b\u6279\u6b21\u91cd\u8907\u9019\u4e00\u6d41\u7a0b\u3002<\/li>\n<\/ol>\n \u9019\u7a2e\u65b9\u5f0f\u88ab\u5ee3\u6cdb\u63a1\u7528\uff0c\u56e0\u70ba\u5b83\u66f4\u5bb9\u6613\u5be6\u4f5c\uff0c\u800c\u4e14\u901a\u5e38\u80fd\u5920\u5728 GPU \u53e2\u96c6\u4e2d\u5be6\u73fe\u826f\u597d\u7684\u64f4\u5c55\u6027\u3002\u5728\u8a31\u591a\u751f\u7522\u74b0\u5883\u4e2d\uff0c\u53ea\u8981\u8a18\u61b6\u9ad4\u4e0d\u662f\u4e3b\u8981\u554f\u984c\uff0c\u5b83\u5c31\u662f\u9810\u8a2d\u7684\u5206\u6563\u5f0f\u8a13\u7df4\u7b56\u7565\u3002<\/p>\n \u512a\u52e2<\/h3>\n \u8cc7\u6599\u4e26\u884c\u900f\u904e\u540c\u6642\u8655\u7406\u591a\u500b\u6279\u6b21\u4f86\u63d0\u5347\u8a13\u7df4\u901f\u5ea6\u3002\u5b83\u5c24\u5176\u9069\u7528\u65bc\u5f71\u50cf\u5206\u985e\u3001\u8a9e\u97f3\u8fa8\u8b58\u3001\u63a8\u85a6\u5f15\u64ce\u4ee5\u53ca\u5176\u4ed6\u64c1\u6709\u8d85\u5927\u8cc7\u6599\u96c6\u7684\u5de5\u4f5c\u8ca0\u8f09\u3002\u7531\u65bc\u6bcf\u500b\u5de5\u4f5c\u7bc0\u9ede\u4f7f\u7528\u7684\u90fd\u662f\u76f8\u540c\u7684\u7db2\u8def\u7d50\u69cb\uff0c\u56e0\u6b64\u76f8\u6bd4\u62c6\u5206\u67b6\u69cb\u7684\u65b9\u5f0f\uff0c\u5b83\u901a\u5e38\u66f4\u5bb9\u6613\u90e8\u7f72\u3002<\/p>\n \u63d0\u793a\uff1a\u540c\u6b65\u8a13\u7df4\u901a\u5e38\u6703\u4f7f\u7528 all-reduce \u4f86\u805a\u5408\u5404\u5f35 GPU \u4e4b\u9593\u7684\u68af\u5ea6\u3002<\/p><\/blockquote>\n \u9650\u5236<\/h3>\n \u5b83\u7684\u4e3b\u8981\u9650\u5236\u5728\u65bc\u8a18\u61b6\u9ad4\u6548\u7387\u3002\u7531\u65bc\u6bcf\u500b\u5de5\u4f5c\u7bc0\u9ede\u90fd\u8981\u4fdd\u5b58\u4e00\u4efd\u5b8c\u6574\u7684\u7db2\u8def\u526f\u672c\uff0c\u56e0\u6b64\u53ea\u6709\u7576\u6574\u500b\u7cfb\u7d71\u80fd\u5920\u88dd\u5165\u55ae\u53f0\u88dd\u7f6e\u6642\uff0c\u9019\u7a2e\u65b9\u5f0f\u624d\u53ef\u884c\u3002\u96a8\u8457\u52a0\u5165\u7684\u4f3a\u670d\u5668\u8d8a\u4f86\u8d8a\u591a\uff0c\u901a\u8a0a\u958b\u92b7\u4e5f\u53ef\u80fd\u4e0d\u65b7\u4e0a\u5347\uff0c\u5c24\u5176\u662f\u5728\u53e2\u96c6\u983b\u5bec\u6709\u9650\u7684\u60c5\u6cc1\u4e0b\u3002<\/p>\n \u5178\u578b\u60c5\u5883<\/h3>\n \u7576\u67b6\u69cb\u898f\u6a21\u53ef\u63a7\u3001\u4f46\u8a13\u7df4\u8cc7\u6599\u96c6\u975e\u5e38\u9f90\u5927\u6642\uff0c\u9019\u7a2e\u65b9\u5f0f\u6700\u70ba\u5e38\u898b\u3002\u5178\u578b\u4f8b\u5b50\u5305\u62ec\u5f71\u50cf\u5206\u985e\u3001\u8a9e\u97f3\u8fa8\u8b58\u3001\u63a8\u85a6\u7cfb\u7d71\uff0c\u4ee5\u53ca\u8a31\u591a\u751f\u7522\u74b0\u5883\u4e2d\u7684\u6df1\u5ea6\u5b78\u7fd2\u6d41\u7a0b\u3002<\/p>\n \n\n\n\n<\/colgroup>\n\n\n\n\n\n \u540c\u6b65\u65b9\u6cd5<\/th>\n \u8aaa\u660e<\/th>\n<\/tr>\n AllReduce<\/td>\n \u5c07\u591a\u5f35 GPU \u7684\u68af\u5ea6\u5408\u4f75\u5f8c\u518d\u5206\u767c\uff0c\u4ee5\u78ba\u4fdd\u6240\u6709\u5de5\u4f5c\u7bc0\u9ede\u4fdd\u6301\u4e00\u81f4\u3002<\/td>\n<\/tr>\n Ring AllReduce<\/td>\n \u5c07\u5de5\u4f5c\u7bc0\u9ede\u7d44\u7e54\u6210\u74b0\u5f62\u7d50\u69cb\uff0c\u4ee5\u6e1b\u5c11\u540c\u6b65\u904e\u7a0b\u4e2d\u7684\u901a\u8a0a\u958b\u92b7\u3002<\/td>\n<\/tr>\n Hierarchical AllReduce<\/td>\n \u900f\u904e\u5b50\u7fa4\u7d44\u805a\u5408\u4f86\u63d0\u5347\u5927\u578b\u53e2\u96c6\u4e2d\u7684\u540c\u6b65\u6548\u7387\u3002<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n \u6a21\u578b\u4e26\u884c vs \u8cc7\u6599\u4e26\u884c<\/strong><\/h2>\n \u95dc\u9375\u5dee\u7570<\/h3>\n \u6a21\u578b\u4e26\u884c<\/strong>\u8207\u8cc7\u6599\u4e26\u884c<\/strong>\u6700\u6838\u5fc3\u7684\u5dee\u7570\uff0c\u5728\u65bc\u5230\u5e95\u62c6\u5206\u7684\u662f\u4ec0\u9ebc\u3002\u5728\u524d\u8005\u4e2d\uff0c\u88ab\u62c6\u5206\u7684\u662f\u7db2\u8def\u67b6\u69cb\u672c\u8eab\uff1b\u5728\u5f8c\u8005\u4e2d\uff0c\u5247\u662f\u8907\u88fd\u5b8c\u6574\u7db2\u8def\uff0c\u518d\u5c07\u8cc7\u6599\u96c6\u5206\u914d\u5230\u4e0d\u540c\u5de5\u4f5c\u7bc0\u9ede\u3002\u4e00\u500b\u89e3\u6c7a\u7684\u662f\u8a18\u61b6\u9ad4\u554f\u984c\uff0c\u53e6\u4e00\u500b\u89e3\u6c7a\u7684\u662f\u541e\u5410\u554f\u984c\u3002<\/p>\n \n \u7576\u6a21\u578b\u80fd\u5920\u88dd\u5165\u55ae\u53f0\u88dd\u7f6e\uff0c\u4f46\u8cc7\u6599\u96c6\u5f88\u5927\u6642\uff0c\u4f7f\u7528\u8cc7\u6599\u4e26\u884c\u3002<\/li>\n \u7576\u7db2\u8def\u67b6\u69cb\u5c0d\u55ae\u5f35 GPU \u6216\u55ae\u53f0\u4f3a\u670d\u5668\u4f86\u8aaa\u904e\u5927\u6642\uff0c\u4f7f\u7528\u6a21\u578b\u4e26\u884c\u3002<\/li>\n \u8cc7\u6599\u4e26\u884c\u901a\u5e38\u66f4\u5bb9\u6613\u90e8\u7f72\u548c\u7ba1\u7406\u3002<\/li>\n \u6a21\u578b\u4e26\u884c\u66f4\u8907\u96dc\uff0c\u4f46\u5c0d\u65bc\u8d85\u5927\u898f\u6a21 AI \u7cfb\u7d71\u4f86\u8aaa\u4e0d\u53ef\u6216\u7f3a\u3002<\/li>\n<\/ul>\n \u6ce8\u610f\uff1a\u9019\u5169\u7a2e\u65b9\u5f0f\u90fd\u4ef0\u8cf4\u9ad8\u901f\u7db2\u8def\uff0c\u4f46\u62c6\u5206\u67b6\u69cb\u901a\u5e38\u5c0d\u4f4e\u5ef6\u9072\u901a\u8a0a\u7684\u4f9d\u8cf4\u66f4\u5f37\u3002<\/p><\/blockquote>\n \u512a\u9ede\u8207\u7f3a\u9ede<\/h3>\n \n\n\n\n\n<\/colgroup>\n\n\n\n\n\n\n \u9762\u5411<\/th>\n \u6a21\u578b\u4e26\u884c<\/th>\n \u8cc7\u6599\u4e26\u884c<\/th>\n<\/tr>\n \u8a18\u61b6\u9ad4\u6548\u7387<\/td>\n \u900f\u904e\u5c07\u5927\u578b\u7db2\u8def\u62c6\u5206\u5230\u591a\u5f35 GPU \u4e0a\uff0c\u652f\u63f4\u8a13\u7df4\u8d85\u5927\u898f\u6a21\u7cfb\u7d71\u3002<\/td>\n \u8981\u6c42\u6bcf\u5f35 GPU \u90fd\u6301\u6709\u4e00\u4efd\u5b8c\u6574\u7684\u6a21\u578b\u526f\u672c\u3002<\/td>\n<\/tr>\n \u901a\u8a0a\u958b\u92b7<\/td>\n \u901a\u5e38\u66f4\u9ad8\uff0c\u56e0\u70ba\u88dd\u7f6e\u4e4b\u9593\u8981\u983b\u7e41\u4ea4\u63db\u4e2d\u9593\u8f38\u51fa\u3002<\/td>\n \u901a\u5e38\u8f03\u4f4e\uff0c\u4f46\u68af\u5ea6\u540c\u6b65\u4ecd\u7136\u6703\u5e36\u4f86\u984d\u5916\u6210\u672c\u3002<\/td>\n<\/tr>\n \u8ca0\u8f09\u5e73\u8861<\/td>\n \u9700\u8981\u7cbe\u5fc3\u898f\u5283\uff0c\u78ba\u4fdd\u6bcf\u53f0\u88dd\u7f6e\u627f\u64d4\u516c\u5e73\u7684\u5de5\u4f5c\u91cf\u3002<\/td>\n \u901a\u5e38\u66f4\u5bb9\u6613\uff0c\u56e0\u70ba\u6bcf\u500b\u5de5\u4f5c\u7bc0\u9ede\u8655\u7406\u81ea\u5df1\u7684\u6279\u6b21\u3002<\/td>\n<\/tr>\n \u541e\u5410\u91cf<\/td>\n \u53ef\u80fd\u53d7\u901a\u8a0a\u5ef6\u9072\u9650\u5236\u3002<\/td>\n \u5c0d\u65bc\u5927\u578b\u8cc7\u6599\u96c6\uff0c\u901a\u5e38\u80fd\u5920\u63d0\u4f9b\u66f4\u9ad8\u541e\u5410\u3002<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n \u5f9e\u7dad\u904b\u89d2\u5ea6\u4f86\u770b\uff0c\u8cc7\u6599\u4e26\u884c\u901a\u5e38\u66f4\u5bb9\u6613\u7ba1\u7406\u3002\u4e0d\u904e\uff0c\u7576\u55ae\u53f0\u88dd\u7f6e\u7121\u6cd5\u5bb9\u7d0d\u5b8c\u6574\u53c3\u6578\u96c6\u6642\uff0c\u6a21\u578b\u4e26\u884c\u5c31\u6703\u6210\u70ba\u5fc5\u8981\u9078\u64c7\u3002<\/p>\n \u4f55\u6642\u4f7f\u7528\u5404\u7a2e\u65b9\u5f0f<\/h3>\n \n \u5982\u679c\u4f60\u7684\u6a21\u578b\u80fd\u5920\u653e\u5728\u55ae\u53f0\u88dd\u7f6e\u4e0a\uff0c\u4e26\u4e14\u5e0c\u671b\u52a0\u5feb\u5927\u578b\u8cc7\u6599\u96c6\u7684\u8a13\u7df4\u901f\u5ea6\uff0c\u8acb\u9078\u64c7\u8cc7\u6599\u4e26\u884c<\/strong>\u3002<\/li>\n \u5982\u679c\u7db2\u8def\u904e\u5927\uff0c\u55ae\u5f35 GPU \u6216\u55ae\u53f0\u4f3a\u670d\u5668\u7121\u6cd5\u5bb9\u7d0d\uff0c\u8acb\u9078\u64c7\u6a21\u578b\u4e26\u884c<\/strong>\u3002<\/li>\n \u5982\u679c\u6a21\u578b\u548c\u8cc7\u6599\u96c6\u90fd\u5f88\u5927\uff0c\u53ef\u4ee5\u63a1\u7528\u6df7\u5408\u7b56\u7565\u3002<\/li>\n \u5728\u64f4\u5c55\u4e4b\u524d\uff0c\u52d9\u5fc5\u8a55\u4f30\u8a18\u61b6\u9ad4\u5bb9\u91cf\u3001\u7db2\u8def\u983b\u5bec\u548c GPU \u6578\u91cf\u3002<\/li>\n<\/ul>\n \u8acb\u8a18\u4f4f\uff1a\u6700\u4f73\u8a13\u7df4\u7b56\u7565\u53d6\u6c7a\u65bc\u5de5\u4f5c\u8ca0\u8f09\u5f62\u614b\u3001\u786c\u9ad4\u9650\u5236\u8207\u901a\u8a0a\u6548\u80fd\u3002<\/p><\/blockquote>\n \u70ba\u5206\u6563\u5f0f AI \u8a13\u7df4\u9078\u64c7\u5408\u9069\u7684\u7b56\u7565<\/strong><\/h2>\n \u9078\u64c7\u56e0\u7d20<\/h3>\n \u8981\u9078\u51fa\u6b63\u78ba\u7684\u65b9\u6cd5\uff0c\u53ef\u4ee5\u5148\u554f\u81ea\u5df1\u5e7e\u500b\u5be6\u969b\u554f\u984c\uff1a\u7db2\u8def\u80fd\u5426\u653e\u5165\u55ae\u53f0\u88dd\u7f6e\uff1f\u8cc7\u6599\u96c6\u662f\u5426\u5927\u5230\u55ae\u53f0\u4f3a\u670d\u5668\u7121\u6cd5\u9ad8\u6548\u8a13\u7df4\uff1f\u4f60\u7684\u57fa\u790e\u8a2d\u65bd\u80fd\u5426\u652f\u63f4 GPU \u6216\u7bc0\u9ede\u4e4b\u9593\u7684\u9ad8\u901f\u901a\u8a0a\uff1f\u9019\u4e9b\u554f\u984c\u7684\u7b54\u6848\uff0c\u901a\u5e38\u6703\u544a\u8a34\u4f60\u8a72\u9078\u64c7\u8cc7\u6599\u4e26\u884c\u3001\u6a21\u578b\u4e26\u884c\uff0c\u9084\u662f\u6df7\u5408\u65b9\u6848\u3002<\/p>\n \u4f60\u9084\u61c9\u8003\u616e\u8a18\u61b6\u9ad4\u5bb9\u91cf\u3001\u4e92\u9023\u983b\u5bec\u3001\u53e2\u96c6\u8a2d\u8a08\u4ee5\u53ca\u5de5\u4f5c\u8ca0\u8f09\u985e\u578b\u3002Transformer \u8a13\u7df4\u3001\u5927\u578b\u8a9e\u8a00\u7cfb\u7d71\u548c\u79d1\u5b78 AI \u4efb\u52d9\uff0c\u5f80\u5f80\u6bd4\u5c0f\u578b\u6a5f\u5668\u5b78\u7fd2\u4efb\u52d9\u66f4\u9700\u8981\u9032\u968e\u7684\u5206\u5e03\u65b9\u5f0f\u3002<\/p>\n \u5be6\u52d9\u5efa\u8b70<\/h3>\n \u5982\u679c\u4f60\u7684\u4e3b\u8981\u6311\u6230\u662f\u6a21\u578b\u898f\u6a21\uff0c\u90a3\u9ebc\u6a21\u578b\u4e26\u884c\u901a\u5e38\u662f\u6b63\u78ba\u9078\u64c7\uff1b\u5982\u679c\u67b6\u69cb\u53ef\u4ee5\u8f15\u9b06\u88dd\u5165\u8a18\u61b6\u9ad4\uff0c\u4f46\u8a13\u7df4\u901f\u5ea6\u53d7\u8cc7\u6599\u91cf\u62d6\u7d2f\uff0c\u90a3\u9ebc\u8cc7\u6599\u4e26\u884c\u5f80\u5f80\u66f4\u5408\u9069\u3002\u5728\u5927\u578b AI \u53e2\u96c6\u4e2d\uff0c\u8a31\u591a\u5718\u968a\u6703\u7d50\u5408\u5169\u7a2e\u65b9\u6cd5\uff0c\u4ee5\u5e73\u8861\u8a18\u61b6\u9ad4\u5360\u7528\u8207\u541e\u5410\u80fd\u529b\u3002<\/p>\n \u589e\u52a0\u66f4\u591a GPU \u4e26\u4e0d\u4e00\u5b9a\u610f\u5473\u8457\u6548\u80fd\u4e00\u5b9a\u63d0\u5347\u3002\u9054\u5230\u67d0\u500b\u898f\u6a21\u5f8c\uff0c\u901a\u8a0a\u6210\u672c\u3001\u540c\u6b65\u6642\u9593\u548c\u8ca0\u8f09\u4e0d\u5747\u8861\u90fd\u6703\u524a\u5f31\u64f4\u5c55\u6536\u76ca\u3002\u9019\u4e5f\u6b63\u662f\u70ba\u4ec0\u9ebc\u5728\u64f4\u5927\u8a13\u7df4\u4efb\u52d9\u4e4b\u524d\uff0c\u9032\u884c\u57fa\u6e96\u6e2c\u8a66\u5341\u5206\u91cd\u8981\u3002<\/p>\n \n\n\n\n<\/colgroup>\n\n\n\n\n\n\n\n \u5206\u6563\u5f0f\u8a13\u7df4\u7684\u512a\u9ede<\/th>\n \u5206\u6563\u5f0f\u8a13\u7df4\u7684\u7f3a\u9ede<\/th>\n<\/tr>\n \u66f4\u5feb\u5b8c\u6210\u4efb\u52d9<\/td>\n \u8907\u88fd\u5e36\u4f86\u7684\u8a18\u61b6\u9ad4\u958b\u92b7<\/td>\n<\/tr>\n \u53ef\u64f4\u5c55\u5230\u66f4\u5927\u7684\u5de5\u4f5c\u8ca0\u8f09<\/td>\n \u901a\u8a0a\u74f6\u9838<\/td>\n<\/tr>\n \u652f\u63f4\u66f4\u5927\u7684\u8cc7\u6599\u96c6\u8207\u67b6\u69cb<\/td>\n \u540c\u6b65\u5ef6\u9072<\/td>\n<\/tr>\n \u63d0\u5347\u8cc7\u6e90\u5229\u7528\u7387<\/td>\n \u53e2\u96c6\u898f\u6a21\u589e\u5927\u5f8c\u908a\u969b\u6548\u76ca\u905e\u6e1b<\/td>\n<\/tr>\n \u9069\u7528\u65bc\u751f\u7522\u7d1a AI \u7cfb\u7d71<\/td>\n \u6709\u4e9b\u5de5\u4f5c\u8ca0\u8f09\u96e3\u4ee5\u9ad8\u6548\u62c6\u5206<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n \u771f\u5be6\u4e16\u754c\u6848\u4f8b<\/h3>\n \u50cf GPT \u98a8\u683c\u67b6\u69cb\u9019\u6a23\u7684\u5927\u578b\u8a9e\u8a00\u7cfb\u7d71\uff0c\u5f80\u5f80\u6703\u63a1\u7528\u6df7\u5408\u7b56\u7565\uff0c\u56e0\u70ba\u7db2\u8def\u8207\u8cc7\u6599\u96c6\u90fd\u5f88\u9f90\u5927\u3002\u5f71\u50cf\u8fa8\u8b58\u5de5\u4f5c\u8ca0\u8f09\u901a\u5e38\u66f4\u9069\u5408\u8cc7\u6599\u4e26\u884c\uff0c\u56e0\u70ba\u67b6\u69cb\u53ef\u4ee5\u653e\u5165\u8a18\u61b6\u9ad4\uff0c\u800c\u8cc7\u6599\u91cf\u537b\u5341\u5206\u5de8\u5927\u3002\u79d1\u5b78\u6a21\u64ec\u3001\u86cb\u767d\u8cea\u647a\u758a\u8207\u6c23\u5019 AI \u5247\u53ef\u80fd\u66f4\u591a\u4f9d\u8cf4\u6a21\u578b\u4e26\u884c\uff0c\u56e0\u70ba\u5176\u8a08\u7b97\u5716\u53ef\u80fd\u5927\u5230\u55ae\u500b\u52a0\u901f\u5668\u7121\u6cd5\u627f\u8f09\u3002<\/p>\n \u9019\u4e9b\u6848\u4f8b\u8868\u660e\uff0c\u4e26\u4e0d\u5b58\u5728\u653e\u8af8\u56db\u6d77\u7686\u6e96\u7684\u552f\u4e00\u7b54\u6848\u3002\u6b63\u78ba\u7684\u65b9\u6cd5\u53d6\u6c7a\u65bc\u4f60\u7684\u4f3a\u670d\u5668\u3001\u5de5\u4f5c\u8ca0\u8f09\u7279\u5fb5\u4ee5\u53ca\u64f4\u5c55\u76ee\u6a19\u3002<\/p>\n \n <\/div>\n<\/div>\n \u6a21\u578b\u4e26\u884c<\/strong>\u8207\u8cc7\u6599\u4e26\u884c<\/strong>\u90fd\u662f\u73fe\u4ee3 AI 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