{"id":2424,"date":"2024-12-19T13:03:49","date_gmt":"2024-12-19T05:03:49","guid":{"rendered":"http:\/\/www.xzclass.com\/?p=2424"},"modified":"2025-03-28T10:16:51","modified_gmt":"2025-03-28T02:16:51","slug":"asic%e4%bc%9a%e4%b8%8d%e4%bc%9a%e5%8f%96%e4%bb%a3gpu%ef%bc%9f","status":"publish","type":"post","link":"http:\/\/www.xzclass.com\/?p=2424","title":{"rendered":"ASIC\u4f1a\u4e0d\u4f1a\u53d6\u4ee3GPU\uff1f"},"content":{"rendered":"
\u6700\u8fd1\u8fd9\u6bb5\u65f6\u95f4\uff0c\u7f8e\u56fd\u80a1\u7968\u5e02\u573a\u7684\u52a8\u9759\u6bd4\u8f83\u5927\u3002\u6709\u4e24\u4e2a\u79d1\u6280\u80a1\u6982\u5ff5\uff0c\u7a81\u7136\u53d8\u5f97\u5f88\u706b\uff0c\u5f15\u8d77\u4e86\u5e02\u573a\u7684\u9ad8\u5ea6\u5173\u6ce8\uff0c\u6da8\u5e45\u60ca\u4eba\u3002\u8fd9\u4e24\u4e2a\u6982\u5ff5\uff0c\u5206\u522b\u662fASIC\u548c\u91cf\u5b50\u8ba1\u7b97\u3002<\/span><\/section>\n
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\u4eca\u5929\u8fd9\u7bc7\u6587\u7ae0\uff0c\u6211\u4eec\u4e3b\u8981\u8bf4\u8bf4ASIC\u3002<\/span><\/section>\n
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\u6309\u8d44\u672c\u5e02\u573a\u7684\u8bf4\u6cd5\uff0cASIC\u6b63\u5728\u52a0\u901f\u5d1b\u8d77\uff0c\u5a01\u80c1GPU\u5728AI\u8ba1\u7b97\u4e2d\u7684\u7edf\u6cbb\u5730\u4f4d\u3002\u800c\u535a\u901a\uff0c\u4f5c\u4e3aASIC\u6700\u91cd\u8981\u7684\u6982\u5ff5\u80a1\uff0c\u80a1\u4ef7\u4e00\u8def\u731b\u6da8\uff0c\u4e00\u5ea6\u4ece180\u98d9\u5230\u4e86250\uff0c\u5e02\u503c\u4e5f\u7a81\u7834\u4e86\u4e07\u4ebf\u7f8e\u5143\u3002\u76f8\u6bd4\u4e4b\u4e0b\uff0c\u82f1\u4f1f\u8fbe\u53cd\u800c\u6210\u4e86\u6628\u65e5\u9ec4\u82b1\uff0c\u80a1\u4ef7\u4e00\u8def\u4e0b\u8dcc\uff0c\u751a\u81f3\u4e0d\u5230130\u7f8e\u5143\u3002<\/span><\/section>\n

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\u535a\u901a\u80a1\u4ef7\uff08\u6628\u5929\u8dcc\u4e86\uff09<\/span><\/p>\n

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\u90a3\u4e48\uff0cASIC\u65f6\u4ee3\u771f\u7684\u5230\u6765\u4e86\u5417\uff1f\u535a\u901a\u771f\u7684\u4f1a\u53d6\u4ee3\u82f1\u4f1f\u8fbe\uff0c\u6210\u4e3a\u65b0\u7684AI\u4e4b\u738b\uff1f
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\u2588<\/strong> <\/strong><\/span>ASIC\u548cGPU\u662f\u4ec0\u4e48<\/strong><\/span>
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ASIC\u548cGPU\uff0c\u90fd\u662f\u7528\u4e8e\u8ba1\u7b97\u529f\u80fd\u7684\u534a\u5bfc\u4f53\u82af\u7247\u3002\u56e0\u4e3a\u90fd\u53ef\u4ee5\u7528\u4e8eAI\u8ba1\u7b97\uff0c\u6240\u4ee5\u4e5f\u88ab\u79f0\u4e3a\u201cAI\u82af\u7247\u201d\u3002<\/span><\/section>\n

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\u51c6\u786e\u6765\u8bf4\uff0c\u9664\u4e86\u5b83\u4fe9\uff0c\u8ba1\u7b97\u82af\u7247\u8fd8\u5305\u62ec\u5927\u5bb6\u66f4\u719f\u6089\u7684CPU\uff0c\u4ee5\u53caFPGA\u3002<\/span><\/section>\n
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\u884c\u4e1a\u91cc\uff0c\u901a\u5e38\u4f1a\u628a\u534a\u5bfc\u4f53\u82af\u7247\u5206\u4e3a\u6570\u5b57\u82af\u7247\u548c\u6a21\u62df\u82af\u7247\u3002\u5176\u4e2d\uff0c\u6570\u5b57\u82af\u7247\u7684\u5e02\u573a\u89c4\u6a21\u5360\u6bd4\u8f83\u5927\uff0c\u8fbe\u523070%\u5de6\u53f3\u3002<\/span><\/section>\n
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\u6570\u5b57\u82af\u7247\uff0c\u8fd8\u53ef\u4ee5\u8fdb\u4e00\u6b65\u7ec6\u5206\uff0c\u5206\u4e3a\uff1a\u903b\u8f91\u82af\u7247\u3001\u5b58\u50a8\u82af\u7247\u4ee5\u53ca\u5fae\u63a7\u5236\u5355\u5143\uff08MCU\uff09\u3002CPU\u3001GPU\u3001FPGA\u3001ASIC\uff0c\u5168\u90e8\u90fd\u5c5e\u4e8e\u903b\u8f91\u82af\u7247\u3002<\/span>
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\u903b\u8f91\u82af\u7247\uff0c\u5c31\u662f\u8ba1\u7b97\u82af\u7247\u3002\u5b83\u5305\u542b\u4e86\u5404\u79cd\u903b\u8f91\u95e8\u7535\u8def\uff0c\u53ef\u4ee5\u5b9e\u73b0\u8fd0\u7b97\u4e0e\u903b\u8f91\u5224\u65ad\u529f\u80fd\u3002<\/span><\/section>\n

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\u56db\u4e2a\u82af\u7247\u91cc\uff0cCPU\u548cGPU\u662f\u901a\u7528\u82af\u7247\uff0c\u53ef\u4ee5\u5b8c\u6210\u591a\u79cd\u4efb\u52a1\u3002\u5c24\u5176\u662fCPU\uff0c\u662f\u5168\u80fd\u578b\u9009\u624b\uff0c\u5355\u6838\u4e3b\u9891\u9ad8\uff0c\u5565\u90fd\u80fd\u5e72\uff0c\u6240\u4ee5\u7ecf\u5e38\u88ab\u62ff\u6765\u505a\u4e3b\u5904\u7406\u5668\u3002<\/span><\/section>\n
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\u800cGPU\uff0c\u672c\u6765\u662f\u7528\u6765\u505a\u56fe\u5f62\u5904\u7406\uff08\u663e\u5361\uff09\u7684\u3002\u5b83\u7684\u5185\u6838\u6570\u91cf\u7279\u522b\u591a\uff08\u5927\u51e0\u5343\u4e2a\uff09\uff0c\u9002\u5408\u505a\u5e76\u884c\u8ba1\u7b97\uff0c\u4e5f\u5c31\u662f\u64c5\u957f\u540c\u65f6\u505a\u5927\u91cf\u7684\u7b80\u5355\u8ba1\u7b97\u4efb\u52a1\u3002\uff08\u56fe\u5f62\u5904\u7406\uff0c\u5c31\u662f\u540c\u65f6\u5904\u7406\u5927\u91cf\u7684\u50cf\u7d20\u8ba1\u7b97\u3002\uff09
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AI\u8ba1\u7b97\u548c\u56fe\u5f62\u8ba1\u7b97\u4e00\u6837\uff0c\u4e5f\u662f\u5178\u578b\u7684\u5e76\u884c\u8ba1\u7b97\u578b\u4efb\u52a1\u3002<\/span><\/section>\n

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AI\u8ba1\u7b97\u4e2d\u5305\u62ec\u5927\u91cf\u5e76\u884c\u7684\u77e9\u9635\u76f8\u4e58\u3001\u5377\u79ef\u3001\u5faa\u73af\u5c42\u3001\u68af\u5ea6\u8fd0\u7b97\u7b49\u4efb\u52a1\uff0c\u6240\u4ee5\uff0c\u7279\u522b\u9002\u5408GPU\u53bb\u5b8c\u6210\u3002CPU\u4e0d\u9002\u5408AI\u8ba1\u7b97\uff0c\u8fd9\u4e5f\u662f\u82f1\u7279\u5c14\u80a1\u4ef7\u8dcc\u523020\u7f8e\u5143\u4ee5\u4e0b\u7684\u539f\u56e0\u4e4b\u4e00\u3002<\/span><\/section>\n
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2023\u5e74\u4ee5\u6765\uff0cAI\u6d6a\u6f6e\u7206\u53d1\uff0c\u5927\u90e8\u5206\u4f01\u4e1a\u7684AI\u8bad\u7ec3\uff0c\u91c7\u7528\u7684\u662f<\/span>\u82f1\u4f1f\u8fbe\u7684GPU\u96c6\u7fa4\u3002\u5982\u679c\u8fdb\u884c\u5408\u7406\u4f18\u5316\uff0c\u4e00\u5757GPU\u5361\uff0c\u53ef\u4ee5\u63d0\u4f9b\u76f8\u5f53\u4e8e\u6570\u5341\u5176\u81f3\u4e0a\u767e\u53f0CPU\u670d\u52a1\u5668\u7684\u7b97\u529b\u3002\u8fd9\u76f4\u63a5\u5bfc\u81f4\u4e86\u82f1\u4f1f\u8fbe\u7684\u80a1\u4ef7\u731b\u6da8\u4e86\u51e0\u5341\u500d\uff0c\u800c\u4e14\u8fd8\u4e70\u4e0d\u5230\u3002<\/span><\/span><\/section>\n
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NVIDIA HGX A100 8 GPU \u7ec4\u4ef6<\/span><\/section>\n
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\u518d\u6765\u770b\u770bASIC\u548cFPGA\u3002<\/span><\/section>\n

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ASIC\uff08Application Specific Integrated Circuit\uff0c\u4e13\u7528\u96c6\u6210\u7535\u8def\uff09\uff0c\u662f<\/span>\u4e00\u79cd\u4e13\u7528\u4e8e\u7279\u5b9a\u4efb\u52a1\u7684\u82af\u7247\u3002ASIC\u7684\u5b98\u65b9\u5b9a\u4e49\uff0c\u662f\u6307\uff1a\u5e94\u7279\u5b9a\u7528\u6237\u7684\u8981\u6c42\uff0c\u6216\u7279\u5b9a\u7535\u5b50\u7cfb\u7edf\u7684\u9700\u8981\uff0c\u4e13\u95e8\u8bbe\u8ba1\u3001\u5236\u9020\u7684\u96c6\u6210\u7535\u8def\u3002<\/span><\/span><\/section>\n

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Google\u516c\u53f8\u5927\u540d\u9f0e\u9f0e\u7684TPU<\/strong>\uff08Tensor Processing Unit\uff0c\u5f20\u91cf\u5904\u7406\u5355\u5143\uff09\uff0c\u8fd8\u6709\u524d\u51e0\u5e74\u5f88\u706b\u7684\u6bd4\u7279\u5e01\u77ff\u673a\uff0c\u82f1\u7279\u5c14\u7684Gaudi 2 ASIC\u82af\u7247\uff0cIBM\u7684AIU\uff0cAWS\u7684Trainium\uff0c<\/span>\u90fd\u5c5e\u4e8eASIC\u82af\u7247\u3002<\/span><\/section>\n

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\u8fd9\u51e0\u5e74\u975e\u5e38\u706b\u7684DPU<\/strong>\uff08Data Processing Unit\uff0c\u6570\u636e\u5904\u7406\u5355\u5143\uff09\u548cNPU<\/strong>\uff08Neural Processing Unit\uff0c\u795e\u7ecf\u7f51\u7edc\u5904\u7406\u5355\u5143\uff09\uff0c\u4e5f\u662fASIC\u82af\u7247\u3002<\/strong><\/span><\/section>\n

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FPGA\uff08Field Programmable Gate Array\uff0c\u73b0\u573a\u53ef\u7f16\u7a0b\u95e8\u9635\u5217<\/span>\uff09\uff0c\u662f\u534a\u5b9a\u5236\u82af\u7247\uff0c\u4e5f\u88ab\u4eba\u79f0\u4e3a<\/span>\u201c\u4e07\u80fd\u82af\u7247\u201d<\/strong>\u3002FPGA<\/span>\u53ef\u4ee5\u6839\u636e\u7528\u6237\u7684\u9700\u8981\uff0c\u5728\u5236\u9020\u540e\uff0c\u8fdb\u884c\u65e0\u9650\u6b21\u6570\u7684\u91cd\u590d\u7f16\u7a0b\uff0c\u4ee5\u5b9e\u73b0\u60f3\u8981\u7684\u6570\u5b57\u903b\u8f91\u529f\u80fd\u3002<\/span><\/span><\/section>\n
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ASIC\u548cFPGA\u7684\u533a\u522b\u5728\u4e8e\uff0cAISC\u662f\u5168\u5b9a\u5236\u82af\u7247\uff0c\u529f\u80fd\u5199\u6b7b\uff0c\u6ca1\u529e\u6cd5\u6539\u3002<\/span>\u800cFPGA\u662f\u534a\u5b9a\u5236\u82af\u7247\uff0c\u529f\u80fd\u7075\u6d3b\uff0c\u53ef\u73a9\u6027\u5f3a\u3002<\/span>FPGA\u4e0d\u9700\u8981\u6d41\u7247\uff08\u5f88\u70e7\u94b1\u7684\u4e00\u4e2a\u5de5\u5e8f\uff09\uff0c\u4f46\u56e0\u4e3a\u53ef\u7f16\u8f91\uff0c\u5197\u4f59\u529f\u80fd\u6bd4\u8f83\u591a\uff0c\u4e00\u65e6\u7528\u4e8e\u5355\u4e00\u76ee\u7684\uff0c\u5c31\u4f1a\u5b58\u5728\u6d6a\u8d39\u3002\u5927\u89c4\u6a21\u751f\u4ea7\u7684\u60c5\u51b5\u4e0b\uff0cFPGA\u7684\u6210\u672c\u6bd4ASIC\u9ad8\uff0c\u4e14\u6781\u81f4\u80fd\u6548\u4e0d\u5982ASIC\u3002<\/span><\/span><\/section>\n
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\u6240\u4ee5\uff0cFPGA\u73b0\u5728\u591a\u7528\u4e8e\u4ea7\u54c1\u539f\u578b\u7684\u5f00\u53d1\u3001\u8bbe\u8ba1\u8fed\u4ee3\uff0c\u4ee5\u53ca\u4e00\u4e9b\u4f4e\u4ea7\u91cf\u7684\u7279\u5b9a\u5e94\u7528\uff0c\u6216\u8005\u7528\u4e8e\u57f9\u8bad\u548c\u6559\u5b66\u3002\u5b83\u9002\u5408\u90a3\u4e9b\u5f00\u53d1\u5468\u671f\u5fc5\u987b\u77ed\u7684\u4ea7\u54c1\uff0c\u4e5f\u7ecf\u5e38\u7528\u4e8eASIC\u7684\u9a8c\u8bc1\u3002
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\u53cd\u6b63\uff0c\u5927\u5bb6\u8bb0\u4f4f\uff0c\u5927\u89c4\u6a21\u51fa\u8d27\u7528\u4e8eAI\u8ba1\u7b97\uff0c\u4e00\u822c\u4e0d\u8003\u8651FPGA\u3002<\/span><\/section>\n

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\u6240\u4ee5\uff0cAI\u82af\u7247\uff0c\u4e5f\u5c31\u662fGPU\u548cASIC\u4e4b\u4e89\u3002<\/span><\/section>\n

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\u2588<\/strong><\/span> GPU\u548cASIC\uff0c\u5230\u5e95\u8c01\u5389\u5bb3\uff1f<\/strong>
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ASIC\u4f5c\u4e3a\u4e13\u7528\u5b9a\u5236\u82af\u7247\uff0c\u57fa\u4e8e\u82af\u7247\u6240\u9762\u5411\u7684\u4e13\u9879\u4efb\u52a1\u3002\u5b83\u7684\u8ba1\u7b97\u80fd\u529b\u548c\u8ba1\u7b97\u6548\u7387\u90fd\u662f\u4e25\u683c\u5339\u914d\u4e8e\u4efb\u52a1\u7b97\u6cd5\u7684\u3002\u82af\u7247\u7684\u6838\u5fc3\u6570\u91cf\uff0c\u903b\u8f91\u8ba1\u7b97\u5355\u5143\u548c\u63a7\u5236\u5355\u5143\u6bd4\u4f8b\uff0c\u4ee5\u53ca\u7f13\u5b58\u7b49\uff0c\u6574\u4e2a\u82af\u7247\u67b6\u6784\uff0c\u4e5f\u662f\u7cbe\u786e\u5b9a\u5236\u7684\u3002<\/span><\/span><\/section>\n

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\u6240\u4ee5\uff0cASIC\u53ef\u4ee5\u5b9e\u73b0\u6781\u81f4\u7684\u4f53\u79ef\u3001\u529f\u8017\u3002\u8fd9\u7c7b\u82af\u7247\u7684\u53ef\u9760\u6027\u3001\u4fdd\u5bc6\u6027\u3001\u7b97\u529b\u3001\u80fd\u6548\uff0c\u90fd\u4f1a\u6bd4\u901a\u7528\u82af\u7247\uff08GPU\uff09\u66f4\u5f3a\u3002<\/span><\/section>\n

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\u4f8b\u5982\uff0c\u5728\u540c\u7b49\u9884\u7b97\u4e0b\uff0cAWS\u7684Trainium 2\uff08ASIC\u82af\u7247\uff09\u53ef\u4ee5\u6bd4\u82f1\u4f1f\u8fbe\u7684H100 GPU\u66f4\u5feb\u901f\u5b8c\u6210\u63a8\u7406\u4efb\u52a1\uff0c\u4e14\u6027\u4ef7\u6bd4\u63d0\u9ad8\u4e8630-40%\u3002\u660e\u5e74\u8ba1\u5212\u63a8\u51fa\u7684Trainium3<\/span>\uff0c\u8ba1\u7b97\u6027\u80fd\u66f4\u662f\u63d0\u9ad8\u4e862\u500d\uff0c\u80fd\u6548\u63d0\u9ad840%\u3002<\/span><\/section>\n

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\u4f46\u662f\uff0c\u4e3a\u4ec0\u4e48\u8fd9\u4e24\u5e74\u4e00\u76f4\u706b\u7684\u90fd\u662fGPU\u5462\uff1f<\/span><\/section>\n

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\u4e3b\u8981\u662f\u56e0\u4e3a\u82f1\u4f1f\u8fbe\u592a\u731b\u3002<\/span><\/section>\n

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\u82f1\u4f1f\u8fbe\u5728AI\u4e0a\u4e5f\u662f\u6b6a\u6253\u6b63\u7740\u3002\u5f53\u5e74AI\u5927\u4f6c\u8f9b\u987f\uff08\u5c31\u662f\u90a3\u4e2a\u65b0\u664b\u8bfa\u8d1d\u5c14\u5956\u5f97\u4e3b\uff09\u5e26\u7740\u5f92\u5f1f\u4f7f\u7528GPU\u505aAI\u8bad\u7ec3\uff0c\u83b7\u5f97\u5de8\u5927\u7a81\u7834\uff0c\u624d\u8ba9\u82f1\u4f1f\u8fbe\u53d1\u73b0\u81ea\u5df1\u7adf\u7136\u8fd8\u6709\u8fd9\u6837\u7684\u6cfc\u5929\u5bcc\u8d35\u3002<\/span><\/section>\n

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<\/span><\/section>\n
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<\/span><\/section>\n
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<\/span><\/section>\n

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<\/span><\/section>\n
ASIC\u4e4b\u6240\u4ee5\u5728AI\u4e0a\u5e72\u4e0d\u8fc7GPU\uff0c\u548c\u5b83\u7684\u9ad8\u6602\u6210\u672c\u3001\u8d85\u957f\u5f00\u53d1\u5468\u671f\u3001\u5de8\u5927\u5f00\u53d1\u98ce\u9669\u6709\u5f88\u5927\u5173\u7cfb\u3002<\/span>\u73b0\u5728AI\u7b97\u6cd5\u53d8\u5316\u5f88\u5feb\uff0cASIC\u8fd9\u79cd\u5f00\u53d1\u5468\u671f\uff0c\u5f88\u8981\u547d\u3002<\/span><\/section>\n

<\/span><\/section>\n
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<\/span><\/section>\n
\u503c\u5f97\u4e00\u63d0\u7684\u662f\uff0c\u524d\u9762\u8bf4\u4e86\uff0cAI\u8ba1\u7b97\u5206\u4e3a\u8bad\u7ec3\u548c\u63a8\u7406\u4e24\u79cd\u3002\u8bad\u7ec3\u4efb\u52a1\uff0c\u9700\u8981\u66f4\u5f3a\u5927\u7684\u7b97\u529b\uff0c\u6240\u4ee5\u5728AI\u8bad\u7ec3\u4e0a\uff0c\u5382\u5546\u4eec<\/span>\u4e3b\u8981\u4ee5GPU\u4e3a\u4e3b\u3002<\/span><\/section>\n

<\/span><\/section>\n
\u63a8\u7406\u4efb\u52a1\u7684\u8bdd\uff0c\u7b97\u529b\u8981\u6c42\u8981\u4f4e\u4e00\u70b9\uff0c\u4e5f\u4e0d\u9700\u8981\u4ec0\u4e48\u5e76\u884c\uff0c\u6240\u4ee5GPU\u7684\u7b97\u529b\u4f18\u52bf\u6ca1\u90a3\u4e48\u660e\u663e\u3002<\/span>\u5f88\u591a\u4f01\u4e1a\uff0c\u5c31\u4f1a\u5f00\u59cb\u91c7\u7528\u66f4\u4fbf\u5b9c\u3001\u66f4\u7701\u7535\u7684FPGA\u6216ASIC\uff0c\u8fdb\u884c\u8ba1\u7b97\u3002<\/span><\/span><\/section>\n
<\/section>\n
\u8fd9\u4e2a\u60c5\u51b5\uff0c\u4e00\u76f4\u6301\u7eed\u5230\u4e86\u73b0\u5728\u3002AI\u82af\u7247\uff0cGPU\u7684\u5360\u6bd4\u80fd\u8fbe\u523070%\u4ee5\u4e0a\u3002
<\/span><\/section>\n
<\/section>\n
\u5982\u4eca\uff0c\u56e0\u4e3a\u5927\u5bb6\u5b9e\u5728\u662f\u201c\u82e6\u82f1\u4f1f\u8fbe\u4e45\u77e3\u201d\uff0c\u4e0d\u60f3\u603b\u88ab\u82f1\u4f1f\u8fbe\u201c\u5361\u8116\u5b50\u201d\uff0c\u6240\u4ee5\u975e\u5e38\u5e0c\u671b\u7b97\u529b\u591a\u5143\u5316\u3002\u518d\u6709\uff0c\u5927\u6a21\u578b\u73b0\u5728\u4ece\u201c\u8bad\u7ec3\u70ed\u201d<\/span>\u8d70\u5411\u4e86\u201c<\/span>\u63a8\u7406\u70ed\u201d<\/span>\u3002\u63a8\u7406\u7c7b\u7684AI\u8ba1\u7b97\u9700\u6c42\u589e\u52a0\uff0c\u7ed9\u4e86ASIC\u673a\u4f1a\u3002<\/span><\/section>\n

<\/span><\/section>\n
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<\/section>\n
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<\/span><\/strong><\/section>\n
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\u663e\u7136\u4e0d\u662f\u7684\u3002<\/span><\/section>\n

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<\/section>\n
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<\/section>\n
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<\/span><\/section>\n
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