\u6587\uff5c\u767d \u9e3d<\/strong><\/p>\n \u7f16\uff5c\u738b\u4e00\u7c9f<\/strong><\/p>\n OpenAI\u6700\u65b0\u5927\u6a21\u578bo1\u7684\u53d1\u5e03\uff0c\u6807\u5fd7\u7740\u5927\u6a21\u578b\u6b63\u5f0f\u8fc8\u5165\u63a8\u7406\u65f6\u4ee3\u3002\u4f46\u8fc8\u5165\u63a8\u7406\u65f6\u4ee3\u540e\uff0c\u5927\u6a21\u578b\u7684\u4e0d\u53ef\u80fd\u4e09\u89d2\u95ee\u9898\u66f4\u52a0\u51f8\u663e\u2014\u2014\u6210\u672c\u3001\u6548\u7387\u548c\u6027\u80fd\u96be\u4ee5\u5e73\u8861\u3002<\/p>\n \u4e00\u822c\u6765\u8bf4\uff0c\u60f3\u8981\u6a21\u578b\u6548\u679c\u597d\uff0c\u5c31\u9700\u8981\u6a21\u578b\u5927\uff0c\u4f46\u6a21\u578b\u8d8a\u5927\uff0c\u610f\u5473\u7740\u53c2\u6570\u8d8a\u591a\uff0c\u53c2\u6570\u8d8a\u591a\u5176\u80cc\u540e\u7684\u7b97\u529b\u6210\u672c\u5c31\u4e0d\u65ad\u63d0\u5347\uff0c\u751a\u81f3\u662f\u51e0\u5341\u4e0a\u767e\u500d\u7684\u63d0\u5347\u3002\u540c\u65f6\uff0c\u5728\u6a21\u578b\u5927\u3001\u6210\u672c\u4f4e\u7684\u60c5\u51b5\u4e0b\uff0c\u8fd8\u8981\u6c42\u6a21\u578b\u54cd\u5e94\u5ef6\u8fdf\u8db3\u591f\u4f4e\u3002<\/p>\n \u60f3\u8981\u7834\u89e3\u5927\u6a21\u578b\u4e0d\u53ef\u80fd\u4e09\u89d2\u7684\u95ee\u9898\uff0c\u901a\u8fc7\u4f18\u5316\u7b97\u529b\u8d44\u6e90\uff0c\u5728\u4e0d\u727a\u7272\u6a21\u578b\u6027\u80fd\u7684\u524d\u63d0\u4e0b\u5c3d\u53ef\u80fd\u964d\u4f4e\u6a21\u578b\u90e8\u7f72\u6210\u672c\uff0c\u6210\u4e3a\u884c\u4e1a\u4e2d\u7684\u5173\u952e\u89e3\u6cd5\u3002<\/p>\n \u6b64\u80cc\u666f\u4e0b\uff0c\u805a\u7126\u667a\u80fd\u7b97\u529b\u4f18\u5316\u7684AI Infra\u8d5b\u9053\u5d1b\u8d77\u3002AI Infra\uff0c\u662f\u6307\u5728\u5927\u6a21\u578b\u751f\u6001\u7cfb\u7edf\u4e2d\uff0c\u94fe\u63a5\u7b97\u529b\u548c\u5e94\u7528\u7684\u4e2d\u95f4\u5c42\u57fa\u7840\u8bbe\u65bd\uff0c\u5305\u62ec\u786c\u4ef6\u3001\u8f6f\u4ef6\u3001\u5de5\u5177\u94fe\u548c\u4f18\u5316\u65b9\u6cd5\u7b49\uff0c\u662f\u4e00\u4e2a\u6574\u4f53\u89e3\u51b3\u65b9\u6848\u3002<\/p>\n \u90a3\u4e48\uff0cAI Infra\u5230\u5e95\u600e\u4e48\u5b9e\u73b0\u7b97\u529b\u8d44\u6e90\u7684\u4f18\u5316\uff1f\u53c8\u5982\u4f55\u8dd1\u901a\u5176\u4e2d\u7684\u5546\u4e1a\u95ed\u73af\u903b\u8f91\uff1f\u4f5c\u4e3aAI Infra\u8d5b\u9053\u7684\u521b\u4f01\uff0c\u8131\u80ce\u4e8e\u6e05\u534e\u5927\u5b66\u9ad8\u6027\u80fd\u7814\u7a76\u6240\u7684\u8d8b\u5883\u79d1\u6280\u7ed9\u51fa\u4e86\u81ea\u5df1\u7684\u601d\u8003\u548c\u89e3\u6cd5\u3002<\/p>\n \u5927\u6a21\u578b\u53d1\u5c55\u8fc7\u7a0b\u4e2d\uff0c\u6700\u5e95\u5c42\u7b97\u529b\u57fa\u7840\u8bbe\u65bd\u662f\u4ee5GPU\u4e3a\u4e3b\uff0c\u5982\u679c\u628a\u5176\u6bd4\u505a\u6c7d\u8f66\u53d1\u52a8\u673a\uff0c\u53ef\u4ee5\u770b\u5230\uff0c\u53d1\u52a8\u673a\u5982\u679c\u6027\u80fd\u597d\uff0c\u6c7d\u8f66\u5c31\u53ef\u4ee5\u8dd1\u7684\u5feb\uff0c\u4f46\u60f3\u8981\u6c7d\u8f66\u8dd1\u7684\u66f4\u5feb\uff0c\u5c31\u4e0d\u80fd\u4ec5\u9760\u53d1\u52a8\u673a\uff0c\u8fd8\u9700\u8981\u7a7a\u6c14\u52a8\u529b\u5b66\u3001\u4f20\u52a8\u8f74\u3001\u8f6e\u80ce\u7b49\u6574\u8f66\u4f53\u7cfb\u5316\u80fd\u529b\u7684\u5347\u7ea7\u3002<\/p>\n \u201c\u73b0\u9636\u6bb5\u5f88\u591aAI Infra\u4f01\u4e1a\u66f4\u591a\u662f\u805a\u7126\u5bf9GPU\u8fdb\u884c\u6548\u7387\u4f18\u5316\uff0c\u800c\u6211\u4eec\u5219\u662f\u8fdb\u884c\u4e86\u5168\u7cfb\u7edf\u67b6\u6784\u8bbe\u8ba1\u3002\u8981\u771f\u6b63\u7684\u69a8\u5e72\u6240\u6709\u786c\u4ef6\u8d44\u6e90\uff0c\u4ece\u800c\u7a81\u7834GPU\u7b97\u529b\u5236\u7ea6\u3002\u201d\u8d8b\u5883\u79d1\u6280CEO\u827e\u667a\u8fdc\u200c\u5982\u6b64\u8bf4\u9053\u3002<\/strong><\/p>\n \u56e0\u6b64\uff0c\u8d8b\u5883\u79d1\u6280\u63d0\u51fa\u4ee5\u5b58\u6362\u7b97\u548c\u5168\u7cfb\u7edf\u534f\u540c\u4f18\u5316\u63a8\u7406\u89e3\u51b3\u65b9\u6848\uff0c\u901a\u8fc7\u534f\u540c\u5b58\u50a8\u3001CPU\u3001GPU\u3001NPU\u7b49\u591a\u79cd\u8bbe\u5907\uff0c\u76f8\u5f53\u4e8e\u628a\u673a\u5668\u5185\u6240\u6709\u786c\u4ef6\u8d44\u6e90\u5168\u90e8\u7528\u4e0a\uff0c\u5145\u5206\u91ca\u653e\u5f02\u6784\u7b97\u529b\uff0c\u5c06\u63a8\u7406\u6210\u672c\u964d\u4f4e10\u500d\u4ee5\u4e0a\u3002<\/p>\n \u8d8b\u5883\u79d1\u6280\u901a\u8fc7\u534f\u540c\u6240\u6709\u786c\u4ef6\u8d44\u6e90\uff0c\u4e3a\u5927\u6a21\u578b\u63d0\u4f9b\u5145\u8db3\u7684\u7b97\u529b\u7684\u540c\u65f6\uff0c\u4e5f\u901a\u8fc7\u201c\u4ee5\u5b58\u6362\u7b97\u201d\u6280\u672f\u91ca\u653e\u5b58\u529b\u4f5c\u4e3a\u7b97\u529b\u7684\u8865\u5145\uff0c\u964d\u4f4e\u5927\u6a21\u578b\u5bf9\u7b97\u529b\u7684\u9700\u6c42\u3002<\/strong><\/p>\n \u65e9\u671f\u5927\u6a21\u578b\u63a8\u7406\u67b6\u6784\u5c06\u6bcf\u6b21\u63a8\u7406\u89c6\u4e3a\u72ec\u7acb\u8bf7\u6c42\uff0c\u7f3a\u4e4f\u9ad8\u6548\u5904\u7406\u6240\u9700\u7684\u201c\u8bb0\u5fc6\u201d\u80fd\u529b\u3002\u5c3d\u7ba1\u540e\u7eed\u5f15\u5165\u4e86\u8fd1\u4f3c\u95ee\u9898\u7f13\u5b58\uff08Semantic Query Cache\uff09\u548c\u524d\u7f00\u7f13\u5b58\uff08Prefix KVCache Cache\uff09\uff0c\u4f46\u4ecd\u4e3b\u8981\u4f9d\u8d56\u4e8e\u201c\u6b7b\u8bb0\u786c\u80cc\u201d\u3002\u8fd9\u4e9b\u65b9\u6848\u8981\u6c42\u65b0\u95ee\u9898\u4e0e\u5df2\u5904\u7406\u95ee\u9898\u9ad8\u5ea6\u4e00\u81f4\uff0c\u624d\u80fd\u5229\u7528\u7f13\u5b58\u53bb\u964d\u4f4e\u7b97\u529b\u9700\u6c42\u3002<\/p>\n \u201c\u4ee5\u5b58\u6362\u7b97\u201d\u7684\u6280\u672f\u4fbf\u662f\u9488\u5bf9\u8fd9\u4e00\u95ee\u9898\u6240\u8bbe\u8ba1\uff0c\u901a\u8fc7\u8c03\u7528\u5b58\u50a8\u7a7a\u95f4\u548c\u201c\u878d\u5408\u63a8\u7406\uff08Fusion Attention\uff09\u201d\u6280\u672f\uff0c\u5373\u4fbf\u662f\u9762\u5bf9\u5168\u65b0\u7684\u95ee\u9898\u4e5f\u53ef\u4ee5\u4ece\u5386\u53f2\u76f8\u5173\u4fe1\u606f\u4e2d\u63d0\u53d6\u53ef\u590d\u7528\u7684\u90e8\u5206\u5185\u5bb9\uff0c\u4e0e\u73b0\u573a\u4fe1\u606f\u8fdb\u884c\u5728\u7ebf\u878d\u5408\u8ba1\u7b97\u3002\u8fd9\u4e00\u6280\u672f\u663e\u8457\u63d0\u5347\u4e86\u53ef\u590d\u7528\u7684\u5386\u53f2\u8ba1\u7b97\u7ed3\u679c\uff0c\u8fdb\u800c\u964d\u4f4e\u4e86\u8ba1\u7b97\u91cf\u3002<\/p>\n \u5b9e\u9645\u4e0a\uff0c\u8fd9\u5c31\u76f8\u5f53\u4e8e\u7ed9\u5927\u6a21\u578b\u589e\u52a0\u4e86\u4e00\u4e2a\u5b58\u50a8\u4f53\uff0c\u8fd9\u4e2a\u5b58\u50a8\u4f53\u5b58\u50a8\u7684\u4e0d\u662f\u6587\u6863\uff0c\u800c\u662f\u6a21\u578b\u63a8\u7406\u8fc7\u7a0b\u4e2d\u7684\u4e2d\u95f4\u7ed3\u679c\uff0c\u53ef\u4ee5\u7406\u89e3\u4e3a\u5927\u6a21\u578b\u63a8\u7406\u7ed3\u679c\u7684\u8bb0\u5fc6\u5143\u3002<\/strong>\u5c31\u50cf\u6211\u4eec\u7684\u5927\u8111\u4e00\u6837\uff0c\u50a8\u5b58\u4e86\u6d77\u91cf\u7684\u8fd0\u7b97\u597d\u7684\u4fe1\u606f\uff0c\u5728\u6211\u4eec\u60f3\u8981\u8868\u8fbe\u6216\u8005\u63a8\u7406\u7684\u65f6\u5019\uff0c\u80fd\u591f\u4ece\u5927\u8111\u4e2d\u8c03\u7528\u51fa\u4e00\u90e8\u5206\u8fd0\u7b97\u597d\u7684\u4fe1\u606f\u4f9b\u6211\u4eec\u4f7f\u7528\u3002<\/p>\n \u201c\u6211\u4eec\u6280\u672f\u7684\u672c\u8d28\uff0c\u5c31\u662f\u901a\u8fc7\u8fc7\u5f80\u7528\u6237\u63d0\u95ee\u65f6\uff0c\u5bf9\u5927\u6a21\u578b\u8fd0\u7b97\u8fc7\u7a0b\u4e2d\u7684\u4e2d\u95f4\u7ed3\u679c\u8fdb\u884c\u7f13\u5b58\uff0c\u7136\u540e\u5f53\u7528\u6237\u63d0\u51fa\u5168\u65b0\u95ee\u9898\u65f6\uff0c\u5373\u4f7f\u4e0e\u539f\u6765\u95ee\u9898\u4e0d\u4e00\u6837\uff0c\u4f46\u4e5f\u80fd\u4ece\u8fc7\u5f80\u8bb0\u5fc6\u4e2d\u63d0\u53d6\u76f8\u5173\u5185\u5bb9\uff0c\u518d\u7ed3\u5408\u73b0\u573a\u63a8\u7406\uff0c\u8f93\u51fa\u6700\u7ec8\u7ed3\u679c\u3002\u201d\u827e\u667a\u8fdc\u5982\u6b64\u8bf4\u9053\u3002<\/p>\n \u901a\u8fc7\u8fd9\u4e00\u65b0\u601d\u8def\uff0c\u8d8b\u5883\u79d1\u6280\u7684\u5927\u6a21\u578b\u77e5\u8bc6\u63a8\u7406\u4e00\u4f53\u673a\u5145\u5206\u5229\u7528\u4e86\u5b58\u50a8\u8d44\u6e90\uff0c\u91c7\u7528\u201c\u4ee5\u5b58\u6362\u7b97\u201d\u7684\u65b9\u5f0f\u91ca\u653e\u5b58\u529b\u4f5c\u4e3a\u5bf9\u4e8e\u7b97\u529b\u7684\u8865\u5145\uff0c\u5728RAG\u573a\u666f\u4e2d\uff0c\u54cd\u5e94\u5ef6\u8fdf\u964d\u4f4e20\u500d\uff0c\u6027\u80fd\u63d0\u5347\u8fbe10\u500d\u3002<\/p>\n \u5728\u5b9e\u9645\u5546\u7528\u843d\u5730\u4e0a\uff0c\u8d8b\u5883\u79d1\u6280\u4e3b\u8981\u63d0\u4f9b\u4ea7\u54c1\u662f\u5927\u6a21\u578b\u77e5\u8bc6\u63a8\u7406\u4e00\u4f53\u673a\uff0c\u4ee5\u8f6f\u786c\u4e00\u4f53\u4ea4\u4ed8\u65b9\u5f0f\u4e3a\u4e3b\uff0c\u5185\u7f6e\u4e86\u5f00\u7bb1\u5373\u7528\u7684\u77e5\u8bc6\u63a8\u7406\u5e73\u53f0\u548c\u63a8\u7406\u52a0\u901f\u5f15\u64ce\uff0c\u63d0\u4f9b\u529e\u516c\u52a9\u624b\u3001\u667a\u80fd\u68c0\u7d22\u3001\u5185\u5bb9\u521b\u4f5c\u7b49\u5e94\u7528\uff0c\u5e76\u652f\u6301\u6a2a\u5411\u62d3\u5c55\u66f4\u591a\u5e94\u7528\uff0c\u80fd\u591f\u5728\u533b\u7597\u3001\u6559\u80b2\u3001\u91d1\u878d\u3001\u6cd5\u5f8b\u3001\u4f01\u4e1a\u57f9\u8bad\u7b49\u573a\u666f\u76f4\u63a5\u4f7f\u7528\uff1b\u53e6\u5916\u4e5f\u63d0\u4f9b\u4e30\u5bcc\u7684API\u63a5\u53e3\uff0c\u5ba2\u6237\u80fd\u591f\u5feb\u901f\u5b8c\u6210\u5927\u6a21\u578b\u7684\u90e8\u7f72\u548c\u4f7f\u7528\uff0c\u5bf9\u63a5\u73b0\u6709\u5927\u6a21\u578b\u4e1a\u52a1\u548c\u4ea7\u54c1\u4e2d\u8fdb\u884c\u4e8c\u6b21\u5f00\u53d1\u3002<\/strong><\/p>\n \u4e8b\u5b9e\u4e0a\uff0c\u5f53\u524d\u5728AI Infra\u5728\u4e00\u8d5b\u9053\u4e2d\uff0c\u4e0d\u7ba1\u662f\u521b\u4e1a\u4f01\u4e1a\uff0c\u8fd8\u662f\u4e91\u5382\u5546\uff0c\u6291\u6216\u662f\u786c\u4ef6\u5382\u5546\uff0c\u90fd\u864e\u89c6\u7708\u7708\uff0c\u4e0d\u65ad\u52a0\u901f\u81ea\u8eab\u7684\u6280\u672f\u548c\u4ea7\u54c1\u5e03\u5c40\u3002<\/p>\n \u800c\u8d8b\u5883\u79d1\u6280\u4f5c\u4e3a\u4e00\u5bb62023\u5e74\u5e95\u521a\u521a\u6210\u7acb\u7684\u521b\u4e1a\u516c\u53f8\uff0c\u827e\u667a\u8fdc\u8ba4\u4e3a\u81ea\u8eab\u80fd\u591f\u6301\u7eed\u751f\u5b58\u5e76\u53d1\u5c55\u4e0b\u53bb\u7684\u5173\u952e\uff0c\u5c31\u5728\u4e8e\u6301\u7eed\u4fdd\u6301\u6838\u5fc3\u6280\u672f\u7684\u9886\u5148\u6027\u4e0a\u3002<\/p>\n 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A\uff1a<\/strong>\u5927\u6a21\u578b\u63a8\u7406\u7684\u65f6\u5019\uff0c\u7279\u522b\u662f\u5728RAG\u573a\u666f\u76f8\u5173\u5e94\u7528\u4e0a\uff0c\u9700\u8981\u4e0d\u505c\u5730\u8c03\u7528\u77e5\u8bc6\u5e93\u91cc\u7684\u5185\u5bb9\uff0c\u7ed9\u5230\u5927\u6a21\u578b\u505a\u63a8\u7406\u3002<\/p>\n \u73b0\u9636\u6bb5\u5728\u667a\u80fd\u95ee\u7b54\u3001\u667a\u80fd\u5ba2\u670d\u7b49\u573a\u666f\u4e2d\uff0c\u77e5\u8bc6\u5e93\u7684\u8fd0\u7528\u5b9e\u9645\u4e0a\u8fd8\u662f\u4ee5RAG\u4e3a\u6838\u5fc3\u65b9\u5f0f\u3002\u9047\u5230\u7528\u6237\u7684\u63d0\u95ee\u65f6\uff0c\u4f20\u7edf\u7684\u505a\u6cd5\u662f\u628a\u8fd9\u4e9b\u95ee\u9898\u548c\u7b54\u6848\u7f13\u5b58\u4e0b\u6765\uff0c\u540e\u7eed\u5982\u679c\u6709\u7528\u6237\u63d0\u95ee\u76f8\u4f3c\u95ee\u9898\uff0c\u5c31\u53ef\u4ee5\u7ed9\u5230\u7b54\u6848\uff0c\u7c7b\u4f3c\u201c\u6b7b\u8bb0\u786c\u80cc\u201d\u3002<\/p>\n 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A\uff1a<\/strong>\u5bf9\u4e8e\u5927\u6a21\u578b\u516c\u53f8\u800c\u8a00\uff0c\u4ed6\u4eec\u66f4\u591a\u7684\u5173\u6ce8\u70b9\u53ef\u80fd\u4f1a\u653e\u5728\u6a21\u578b\u6548\u679c\u4e0a\uff0c\u6240\u4ee5\u6280\u672f\u65b9\u5411\u4e5f\u4f1a\u504f\u91cd\u8bad\u7ec3\u5c42\u3002\u800c\u6211\u4eec\u4e3b\u8981\u9762\u5411\u7684\u662fToB\u7684\u4f01\u4e1a\uff0c\u4ed6\u4eec\u5bf9\u4e8e\u6210\u672c\u66f4\u52a0\u654f\u611f\uff0c\u201c\u4ee5\u5b58\u6362\u7b97\u201d\u4e3b\u8981\u89e3\u51b3\u63a8\u7406\u90e8\u7f72\u7684\u6210\u672c\u95ee\u9898\uff0c\u56e0\u6b64\u6211\u4eec\u5728\u8fd9\u4e2a\u65b9\u9762\u6280\u672f\u4e0a\u7814\u7a76\u66f4\u52a0\u6df1\u5165\u3002<\/p>\n \uff082\uff09\u751f\u5b58\u53d1\u5c55\u7684\u5173\u952e\uff0c\u662f\u4fdd\u6301\u6838\u5fc3\u6280\u672f\u9886\u5148\u6027<\/strong><\/p>\n Q\uff1a\u5927\u6a21\u578b\u77e5\u8bc6\u4e00\u4f53\u673a\u662f\u4e00\u4e2a\u786c\u4ef6\u4ea7\u54c1\uff1f\u662f\u5426\u9700\u8981\u4e00\u5957\u5355\u72ec\u7684\u8f6f\u4ef6\u7b97\u6cd5\u7cfb\u7edf\uff0c\u6765\u8fdb\u884c\u5355\u72ec\u7684\u9002\u914d\uff1f\u6700\u540e\u843d\u5730\u7ed9\u5ba2\u6237\uff0c\u662f\u4ee5\u786c\u4ef6\u7684\u5f62\u5f0f\u4ea4\u4ed8\uff0c\u8fd8\u662f\u4ee5\u8f6f\u4ef6\u7684\u5f62\u5f0f\u4ea4\u4ed8\uff1f<\/strong><\/p>\n 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