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NPU\u5219\u662f\u4e13\u95e8\u8bad\u7ec3\u8fc7\u7684\u6d41\u6c34\u7ebf\u5de5\u4eba\uff0c\u6280\u80fd\u5355\u4e00\uff0c\u4f46\u662f\u4e13\u6ce8\u7684\u505a\u4e00\u4ef6\u4e8b\u60c5\u4e14\u6548\u7387\u6781\u9ad8\u2014\u2014\u9ad8\u6548\u8fd0\u884cAI\u6a21\u578b\u3002<\/p>\n

\u901a\u7528GPU\u7684\u4f18\u52bf\u662f\u751f\u6001\u6210\u719f\u3001\u5de5\u5177\u94fe\u5b8c\u5584\u3001\u5ba2\u6237\u63a5\u53d7\u5ea6\u9ad8\uff0c\u4f46\u4ee3\u4ef7\u662f\u4e3a\u4e86\u517c\u5bb9\u4e0d\u540c\u8f66\u4f01\u3001\u4e0d\u540c\u7b97\u6cd5\u3001\u4e0d\u540c\u6a21\u578b\uff0c\u786c\u4ef6\u8d44\u6e90\u5fc5\u987b\u4fdd\u6301\u4e00\u5b9a\u7684\u201c\u7075\u6d3b\u6027\u201d\uff0c\u8fd9\u79cd\u7075\u6d3b\u6027\u662f\u4ee5\u9762\u79ef\u548c\u529f\u8017\u4e3a\u4ee3\u4ef7\u7684\u3002<\/p>\n

\u5b83\u628a\u77e9\u9635\u4e58\u6cd5\u3001\u5377\u79ef\u3001\u6fc0\u6d3b\u51fd\u6570\u7b49\u7b97\u5b50\u76f4\u63a5\u201c\u786c\u5316\u201d\uff0c\u7701\u53bb\u4e86\u56fe\u5f62\u6e32\u67d3\u548c\u901a\u7528\u8ba1\u7b97\u7684\u5197\u4f59\u903b\u8f91\u3002\u540c\u6837\u7684\u6676\u4f53\u7ba1\u6570\u91cf\uff0cNPU\u80fd\u4ea7\u51fa\u66f4\u9ad8\u7684\u5b9e\u9645\u7b97\u529b\uff1b\u540c\u6837\u7684\u7b97\u529b\u9700\u6c42\uff0cNPU\u529f\u8017\u66f4\u4f4e\u3002\u8fd9\u5c31\u662f\u7487\u7391A3\u5355\u4f4d\u7b97\u529b\u529f\u8017\u4f4e20%\u3001\u7b97\u529b\u5229\u7528\u7387\u63d0\u5347100%\u7684\u6839\u672c\u539f\u56e0\u3002<\/p>\n

\u8fd9\u79cd\u4e13\u7528\u67b6\u6784\u5e26\u6765\u7684\u4f53\u9a8c\u63d0\u5347\u9996\u5148\u4f53\u73b0\u5728\u524a\u5f31\u5ef6\u8fdf\u4e0a\u3002<\/p>\n

\u57ce\u5e02\u9886\u822a\u573a\u666f\u4e2d\uff0c\u4ece\u4f20\u611f\u5668\u91c7\u96c6\u5230\u51b3\u7b56\u6267\u884c\uff0c\u4e2d\u95f4\u8981\u7ecf\u8fc7\u611f\u77e5\u3001\u9884\u6d4b\u3001\u89c4\u5212\u3001\u63a7\u5236\u7b49\u591a\u4e2a\u73af\u8282\uff0c\u6bcf\u4e00\u6b65\u90fd\u6d89\u53ca\u5927\u91cf\u8ba1\u7b97\u3002\u7b97\u529b\u4e0d\u591f\u6216\u67b6\u6784\u6548\u7387\u4f4e\uff0c\u7cfb\u7edf\u5c31\u4f1a\u201c\u72b9\u8c6b\u201d\u2014\u2014\u88ab\u52a0\u585e\u3001\u5728\u590d\u6742\u8def\u53e3\u78e8\u8e6d\u3001\u8be5\u7ed5\u884c\u65f6\u4e0d\u6562\u52a8\u3002<\/p>\n

\u7487\u7391A3\u76843\u6838NPU\u539f\u751f\u652f\u6301Transformer\u5927\u6a21\u578b\uff0c\u80fd\u914d\u5408\u81ea\u7814\u603b\u7ebf\u5b9e\u73b0\u7eb3\u79d2\u7ea7\u6570\u636e\u8c03\u5ea6\u3002\u53d1\u5e03\u4f1a\u4e0a\u5c55\u793a\u7684\u5b9e\u6d4b\u4e2d\uff0c\u642d\u8f7d\u7487\u7391A3\u7684\u8f66\u8f86\u5728\u6df1\u5733\u576a\u5c71\u8001\u8857\u7a7f\u884c\uff0c\u9762\u5bf9\u7a81\u7136\u7a9c\u51fa\u7684\u7535\u52a8\u8f66\u3001\u8def\u8fb9\u4e34\u505c\u8f66\u8f86\u3001\u7a84\u9053\u591a\u628a\u6389\u5934\u7b49\u573a\u666f\uff0c\u8868\u73b0\u51fa\u7684\u662f\u201c\u4e1d\u6ed1\u201d\u800c\u975e\u201c\u673a\u68b0\u201d\uff1a<\/p>\n

\u66f4\u4f4e\u5ef6\u8fdf\u8fd8\u610f\u5473\u7740\u66f4\u9ad8\u7684\u5b89\u5168\u4e0b\u9650\u3002\u4eba\u7c7b\u7684\u53cd\u5e94\u65f6\u95f4\u7ea6300\u5230500\u6beb\u79d2\uff0c\u666e\u901a\u667a\u9a7e\u7cfb\u7edf\u53ef\u538b\u7f29\u5230100\u6beb\u79d2\u5de6\u53f3\uff0c\u800c\u4e13\u7528NPU\u53ef\u4ee5\u8fdb\u4e00\u6b65\u7f29\u77ed\u8fd9\u4e2a\u7a97\u53e3\u3002\u53cd\u5e94\u8d8a\u5feb\uff0c\u7559\u7ed9\u7cfb\u7edf\u7684\u5b89\u5168\u4f59\u91cf\u5c31\u8d8a\u5927\u2014\u2014\u591a\u51fa\u51e0\u5341\u6beb\u79d2\u53ef\u80fd\u5c31\u662f\u5239\u4f4f\u4e0e\u649e\u4e0a\u7684\u533a\u522b\u3002<\/p>\n

\u738b\u4f20\u798f\u5728\u53d1\u5e03\u4f1a\u4e0a\u7ed9\u51fa\u7684\u201c\u515c\u5e95\u201d\u627f\u8bfa\uff1a<\/p>\n

\u201c\u5728\u57ce\u5e02\u9886\u822a\u671f\u95f4\uff0c\u53ea\u8981\u4f60\u56e0\u4e3a\u8f85\u52a9\u9a7e\u9a76\u5bfc\u81f4\u7684\u4ea4\u901a\u4e8b\u6545\uff0c\u6bd4\u4e9a\u8fea\u5c06\u5168\u989d\u8d54\u4ed8\u5e94\u7531\u672c\u8f66\u627f\u62c5\u7684\u7ecf\u6d4e\u635f\u5931\uff0c\u4e0d\u8bbe\u4e0a\u9650\u201d\u3002<\/p>\n

\u4e0d\u662f\u6bd4\u4e9a\u8fea\u8d22\u5927\u6c14\u7c97\uff0c\u800c\u662f\u5e95\u5c42\u6280\u672f\u67b6\u6784\u652f\u6491\u8d77\u7684\u4fe1\u5fc3\u3002<\/p>\n

\u4e13\u7528NPU\u5e26\u6765\u7684\u4e0d\u53ea\u662f\u4f4e\u5ef6\u8fdf\u3002\u66f4\u9ad8\u5236\u7a0b\u3001\u66f4\u4e13\u7528\u7684\u67b6\u6784\uff0c\u8ba9\u7487\u7391A3\u5728\u786c\u4ef6\u5c42\u9762\u5177\u5907\u4e86\u8d85\u8d8a\u5f53\u524dL2\u8f85\u52a9\u9a7e\u9a76\u7684\u80fd\u529b\u8fb9\u754c\u3002\u914d\u5408\u6bd4\u4e9a\u8fea\u5df2\u7ecf\u5e03\u5c40\u7684\u5341\u91cd\u5197\u4f59\u67b6\u6784\u3001\u8d85\u5343\u7ebf\u6fc0\u5149\u96f7\u8fbe\u3001\u95ea\u62cd\u6444\u50cf\u5934\u7b49\u4f20\u611f\u5668\uff0c\u5b83\u4e8b\u5b9e\u4e0a\u5df2\u7ecf\u4e3aL3\/L4\u505a\u597d\u4e86\u51c6\u5907\u2014\u2014\u53ea\u5f85\u6cd5\u89c4\u843d\u5730\uff0c\u786c\u4ef6\u80fd\u529b\u5c31\u80fd\u76f4\u63a5\u91ca\u653e\u3002<\/p>\n

\u8fd9\u5c31\u662f\u4e13\u7528NPU\u8def\u7ebf\u7684\u6838\u5fc3\u4ef7\u503c\uff1a<\/p>\n

\u4e0d\u662f\u53bb\u548c\u901a\u7528GPU\u6bd4\u8c01\u7684\u7406\u8bba\u7b97\u529b\u66f4\u9ad8\uff0c\u800c\u662f\u7528\u66f4\u5c11\u7684\u6676\u4f53\u7ba1\u3001\u66f4\u4f4e\u7684\u529f\u8017\uff0c\u8dd1\u51fa\u66f4\u591a\u7684\u6709\u6548\u8ba1\u7b97\uff1b\u7528\u4e3aAI\u91cf\u8eab\u5b9a\u5236\u7684\u786c\u4ef6\uff0c\u53bb\u652f\u6491\u66f4\u590d\u6742\u7684\u6a21\u578b\u3001\u66f4\u5feb\u7684\u54cd\u5e94\u3001\u66f4\u9ad8\u7684\u5b89\u5168\u4e0a\u9650\u3002<\/p>\n

\u7487\u7391A3\u7684\u5dee\u5f02\u5316\uff0c\u6070\u6070\u4f53\u73b0\u5728\u8fd9\u91cc\u3002<\/p>\n

AI\u6d6a\u6f6e\u4ece\u6c7d\u8f66\u5411\u66f4\u5e7f\u9614\u7684\u7269\u7406AI\u5ef6\u4f38\u6d6a\u6f6e\u4e2d\uff0c\u6bd4\u4e9a\u8fea\u4e0d\u662f\u7b2c\u4e00\u4e2a\u62ff\u51fa\u81ea\u7814\u5e95\u5c42\u7b97\u529b\u65b9\u6848\u7684\u73a9\u5bb6\u3002<\/p>\n

\u4f46\u4ece\u66f4\u6df1\u8fdc\u7684\u6280\u672f\u3001\u4ea7\u4e1a\u4ee5\u53ca\u7528\u6237\u89d2\u5ea6\uff0c\u7487\u7391A3\u5374\u662f\u8fc4\u4eca\u4e3a\u6b62\uff0c\u5a01\u529b\u6700\u5927\u3001\u5f71\u54cd\u6700\u6df1\u8fdc\u7684\u3002<\/p>\n

\u9996\u5148\u662f\u5bf9\u6bd4\u4e9a\u8fea\u81ea\u8eab\u6765\u8bf4\uff0c\u201c\u5168\u6808\u81ea\u7814\u201d\uff0c\u771f\u6b63\u80fd\u505a\u5230\u4ece\u7535\u6c60\u3001\u7535\u63a7\u5230\u6574\u8f66\u67b6\u6784\u518d\u5230\u667a\u9a7e\u82af\u7247\u5168\u94fe\u8def\u81ea\u7814\u7684\u4f01\u4e1a\u5c48\u6307\u53ef\u6570\u3002<\/p>\n

\u6b64\u4e4b\u524d\uff0c\u8fd9\u4e2a\u540d\u5355\u4e0a\u4e3b\u8981\u662f\u7279\u65af\u62c9\u3001\u534e\u4e3a\uff0c\u4ee5\u53ca\u90e8\u5206\u73af\u8282\u4e0a\u7684\u851a\u5c0f\u7406\u3002\u73b0\u5728\u6bd4\u4e9a\u8fea\u6b63\u5f0f\u52a0\u5165\u8fd9\u4e2a\u201c\u592f\u7206\u4e86\u201d\u540d\u5355\u3002<\/p>\n

\u4f46\u6bd4\u4e9a\u8fea\u4e0e\u5176\u4ed6\u8f66\u4f01\uff0c\u5c24\u5176\u662f\u4ee5\u9ad8\u4e3eAI\u65d7\u5e1c\u7684\u65b0\u52bf\u529b\u76f8\u6bd4\uff0c\u62a4\u57ce\u6cb3\u53c8\u66f4\u6df1\u4e00\u5c42\uff1a<\/p>\n

\u540c\u65f6\u62e5\u67095\u5ea7\u6676\u5706\u5236\u9020\u5de5\u5382\u30017000\u4eba\u82af\u7247\u7814\u53d1\u56e2\u961f\u3001\u8986\u76d613\u5927\u7c7b567\u6b3e\u8f66\u89c4\u7ea7\u82af\u7247\u7684\u4ea7\u54c1\u77e9\u9635\uff0c\u4ee5\u53ca46\u4e2a\u5916\u90e8\u8f66\u4f01\u54c1\u724c\u3002<\/p>\n

\u4efb\u4f55\u8f66\u4f01\u90fd\u53ef\u4ee5\u590d\u523b\u5ea7\u6905\u3001\u7a7a\u8c03\u3001\u8f66\u706f\u7684\u5782\u76f4\u6574\u5408\uff0c\u53ef\u4ee5\u81ea\u7814\u667a\u9a7e\u7b97\u6cd5\uff0c\u751a\u81f3\u4e5f\u53ef\u4ee5\u6d41\u7247\u4e00\u9897\u82af\u7247\uff0c\u4f46\u8981\u5728\u82af\u7247\u8bbe\u8ba1\u3001\u5236\u9020\u3001\u5c01\u88c5\u3001\u6d4b\u8bd5\u5168\u6d41\u7a0b\u4e0a\u540c\u65f6\u5177\u5907\u8fd9\u6837\u7684\u89c4\u6a21\u548c\u7ecf\u9a8c\uff0c\u80fd\u8ddf\u7684\u73a9\u5bb6\u5be5\u5be5\u65e0\u51e0\u2014\u2014<\/p>\n

\u8fd9\u4e5f\u540c\u65f6\u610f\u5473\u7740\uff0c\u667a\u80fd\u5316\u201c\u666e\u53ca\u201d\uff0c\u6bd4\u4e9a\u8fea\u8fd8\u6709\u66f4\u591a\u96be\u4ee5\u60f3\u8c61\u7684\u6740\u624b\u950f\u3002<\/p>\n

\u5bf9\u7528\u6237\u800c\u8a00\uff0c\u8fd9\u9897\u82af\u7247\u5e26\u6765\u7684\u4e0d\u662f\u7eb8\u9762\u4e0a\u7684\u53c2\u6570\uff0c\u800c\u662f\u66f4\u4f4e\u7684\u4ef7\u683c\u2014\u2014\u5168\u7cfb\u53ef\u9009\u88c5\u57ce\u5e02\u9886\u822a\uff0c\u9009\u88c5\u4ef7\u4ec512000\u5143\uff1b\u66f4\u5b89\u5168\u7684\u4fdd\u969c\u2014\u2014\u5b98\u65b9\u515c\u5e95\u610f\u5473\u7740\u4e8b\u6545\u8d54\u507f\u8d23\u4efb\u7531\u8f66\u4f01\u627f\u62c5\uff1b<\/p>\n

\u66f4\u6d41\u7545\u7684OTA\u8fed\u4ee3\u2014\u2014\u81ea\u7814\u82af\u7247\u4f7f\u7b97\u6cd5\u66f4\u65b0\u4e0d\u518d\u53d7\u5236\u4e8e\u4f9b\u5e94\u5546\u7684\u8282\u594f\u3002<\/p>\n

\u8df3\u51fa\u6c7d\u8f66\u5de5\u4e1a\uff0c\u6bd4\u4e9a\u8fea\u7684\u7487\u7391A3\u5bf9\u4e8e\u6574\u4e2aAI\u79d1\u6280\u9769\u547d\u7684\u53d1\u5c55\uff0c\u53ef\u80fd\u662f\u6539\u53d8\u5176\u5c40\u7684\u5173\u952e\u8f6c\u6298\u3002<\/p>\n

\u81ea\u52a8\u9a7e\u9a76\u82af\u7247\uff0c\u6216\u8005\u5e7f\u4e49\u7684AI\u8ba1\u7b97\u82af\u7247\u9886\u57df\u5b58\u5728\u4e24\u6761\u8def\u7ebf\u4e4b\u4e89\uff1a\u901a\u7528GPU\u548c\u4e13\u7528NPU\u3002<\/p>\n

\u82f1\u4f1f\u8fbe\u51ed\u501fCUDA\u751f\u6001\u548c\u5148\u53d1\u4f18\u52bf\u62ff\u4e0b\u4e86\u7edd\u5927\u591a\u6570\u7684\u8ba2\u5355\u3002\u81ea\u7814NPU\u5219\u662f\u5c11\u6570\u5b9e\u529b\u73a9\u5bb6\u53d1\u73b0\u901a\u7528GPU\u4e0d\u80fd\u6ee1\u8db3\u81ea\u8eab\u5bf9\u6280\u672f\u6781\u81f4\u63a2\u7d22\u7684\u9700\u6c42\u540e\uff0c\u5f00\u8f9f\u7684\u65b0\u6218\u573a\u3002<\/p>\n

\u6bd4\u5982\u8c37\u6b4c\u81ea\u7814TPU\u7528\u81ea\u5df1\u5728\u6570\u636e\u4e2d\u5fc3\u7684\u6d77\u91cf\u6570\u636e\uff0c\u9a8c\u8bc1\u4e86ASIC\u8def\u7ebf\u5728AI\u63a8\u7406\u573a\u666f\u4e2d\u7684\u4f18\u8d8a\u6027\u3002<\/p>\n

\u800c\u6bd4\u4e9a\u8fea\u548c\u8c37\u6b4c\u552f\u4e00\u7684\u533a\u522b\u662f\uff0c\u8c37\u6b4c\u7684TPU\u8dd1\u5728\u6570\u5b57\u4e16\u754c\uff0c\u6bd4\u4e9a\u8fea\u7684\u7487\u7391A3\u8dd1\u5728\u7269\u7406\u4e16\u754c\u3002<\/p>\n

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