{"id":139,"date":"2022-09-05T16:19:43","date_gmt":"2022-09-05T08:19:43","guid":{"rendered":"https:\/\/qaqaq.top\/?p=139"},"modified":"2022-11-29T23:08:56","modified_gmt":"2022-11-29T15:08:56","slug":"gpu%e5%8a%a0%e9%80%9f%e7%a7%91%e5%ad%a6%e8%ae%a1%e7%ae%97%e6%a6%82%e8%bf%b0","status":"publish","type":"post","link":"https:\/\/qaqaq.top\/?p=139","title":{"rendered":"GPU\u52a0\u901f\u79d1\u5b66\u8ba1\u7b97\u6982\u8ff0"},"content":{"rendered":"\n

01 \u8ba1\u7b97\u673a\u67b6\u6784\u7684\u57fa\u672c\u5206\u7c7b<\/h2>\n\n\n\n

\u4e3a\u4e86\u770b\u6e05\u695aGPU\u8fd9\u5934\u72fc\u4ee5\u53ca\u5b83\u548cCPU\u7684\u533a\u522b\uff0c\u6211\u4eec\u8fd8\u662f\u5148\u770b\u4e00\u4e0b\u8ba1\u7b97\u673a\u67b6\u6784\u7684\u57fa\u672c\u5206\u7c7b\u2014\u2014\u5f17\u6797\u5206\u7c7b\u6cd5\uff0c\u8fd9\u662f\u65af\u5766\u798f\u5927\u5b66\u6559\u6388 Michael J. Flynn \u4e8e1966\u5e74\u63d0\u51fa\u7684\u4e00\u79cd\u8ba1\u7b97\u673a\u67b6\u6784\u7684\u5206\u7c7b\u3002<\/strong>\u5f17\u6797\u8ba4\u4e3a\uff1a\u8ba1\u7b97\u7531\u6570\u636e\u6d41\u548c\u6307\u4ee4\u6d41\u7ec4\u6210\uff0c\u53ef\u4ee5\u6309\u4e32\u884c\uff08\u4e00\u6b21\u5355\u4e2a\u6d41\uff09\u6216\u5e76\u884c\uff08\u4e00\u6b21\u591a\u4e2a\u6d41\uff09\u5904\u7406\uff0c\u6309\u7167\u6392\u5217\u7ec4\u5408\u53ef\u4ee5\u5206\u4e3a\u4e0d\u540c\u7c7b\u522b\u3002<\/p>\n\n\n\n

\"\"<\/div><\/figure>\n\n\n\n
  • \u5355\u6307\u4ee4\u5355\u6570\u636e (SISD)<\/strong><\/li><\/ul>\n\n\n\n

    SISD \u662f\u6700\u7b80\u5355\u7684\u67b6\u6784\uff0c\u5176\u4e2d\u5355\u4e2a\u6307\u4ee4\u6d41\uff08\u4f8b\u5982\u67d0\u4e2a\u7a0b\u5e8f\uff09\u5728\u5bf9\u4e00\u4e2a\u6570\u636e\u6d41\u8fdb\u884c\u5904\u7406\uff0c\u7b80\u5355\u7684\u7406\u89e3\u5c31\u662f\u4e00\u4e2a\u4eba\u5728\u505a\u4e00\u4ef6\u4e8b\u60c5\u3002<\/strong>\u65e9\u671f\u7684\u5355\u6838CPU\u5904\u7406\u5668\u548c\u4e00\u4e9b\u7b80\u5355\u7684\u8ba1\u7b97\u8bbe\u5907\u4f7f\u7528\u8fd9\u79cd\u67b6\u6784\uff0c\u4f7f\u7528\u540c\u4e00\u4e2a\u5185\u5b58\u7ba1\u7406\u5355\u5143\uff08MMU\uff09\u7684\u591a\u6838CPU\u5904\u7406\u5668\u4e5f\u5c5e\u4e8e\u8fd9\u79cd\u67b6\u6784\u3002<\/p>\n\n\n\n

    • \u5355\u6307\u4ee4\u591a\u6570\u636e (SIMD)<\/strong><\/li><\/ul>\n\n\n\n

      SIMD \u67b6\u6784\u6709\u5355\u4e2a\u63a7\u5236\u5904\u7406\u5668\u548c\u6307\u4ee4\u5b58\u50a8\u5668\uff0c\u56e0\u6b64\u5728\u4efb\u4f55\u7ed9\u5b9a\u65f6\u95f4\u70b9\u53ea\u80fd\u8fd0\u884c\u4e00\u6761\u6307\u4ee4\uff0c\u8be5\u5355\u6307\u4ee4\u88ab\u590d\u5236\u5230\u6bcf\u4e2a\u5185\u6838\u4e0a\u8fd0\u884c\u3002<\/strong>\u6bcf\u4e2a\u5185\u6838\u90fd\u6709\u81ea\u5df1\u7684\u4e13\u7528\u5185\u5b58\uff0c\u56e0\u6b64\u53ef\u4ee5\u8fdb\u884c\u6570\u636e\u7684\u5e76\u884c\u5904\u7406\uff0c\u7b80\u5355\u7684\u7406\u89e3\u5c31\u662f\u4e00\u7fa4\u4eba\u5728\u72ec\u7acb\u7684\u505a\u7740\u540c\u4e00\u4ef6\u4e8b\u60c5\u3002<\/strong>\u56e0\u6b64\uff0c\u5728SIMD\u67b6\u6784\u4e2d\uff0c\u591a\u4e2a\u5904\u7406\u5668\u6267\u884c\u540c\u6837\u7684\u6307\u4ee4\uff0c\u800c\u6570\u636e\u4e0d\u540c\uff0c\u53ef\u5e76\u884c\u5904\u7406\u5927\u91cf\u6570\u636e\u3002GPU\u901a\u5e38\u57fa\u4e8e\u8fd9\u79cd\u67b6\u6784\u3002<\/p>\n\n\n\n

      • \u591a\u6307\u4ee4\u5355\u6570\u636e (MISD)<\/strong><\/li><\/ul>\n\n\n\n

        MISD \u67b6\u6784\u4e0e SIMD \u6070\u6070\u76f8\u53cd\u3002MISD\u4f7f\u7528\u591a\u6761\u6307\u4ee4\u540c\u65f6\u5904\u7406\u540c\u4e00\u6570\u636e\u6d41\uff0c\u4ee5\u8bc4\u4f30\u7ed3\u679c\u7684\u4e00\u81f4\u6027\u6216\u5dee\u5f02\uff0c\u7b80\u5355\u7684\u7406\u89e3\u5c31\u662f\u4e00\u4e2a\u4eba\u901a\u8fc7N\u79cd\u65b9\u6cd5\u505a\u540c\u4e00\u4ef6\u4e8b\u60c5\uff0c<\/strong>\u770b\u770b\u7ed3\u679c\u662f\u5426\u4e00\u81f4\u3002MISD \u662f\u4e00\u79cd\u4e0d\u5e38\u89c1\u7684\u67b6\u6784\uff0c\u901a\u5e38\u7528\u4e8e\u5bb9\u9519\u8981\u6c42\u5f88\u9ad8\u7684\u573a\u666f\uff0c\u6bd4\u5982\u7528\u4e8e\u63a7\u5236\u822a\u5929\u98de\u673a\u7684\u8ba1\u7b97\u673a\u3002<\/p>\n\n\n\n

        • \u591a\u6307\u4ee4\u591a\u6570\u636e (MIMD)<\/strong><\/li><\/ul>\n\n\n\n

          MIMD \u67b6\u6784\u540c\u65f6\u5e76\u884c\u5904\u7406\u6307\u4ee4\u6d41\u548c\u6570\u636e\u6d41\uff0c\u591a\u4e2a\u5904\u7406\u5668\u72ec\u7acb\u5730\u9488\u5bf9\u4e0d\u540c\u7684\u6570\u636e\u6d41\u6267\u884c\u6307\u4ee4\u6d41\uff0c\u7b80\u5355\u7684\u7406\u89e3\u5c31\u662f\u591a\u4e2a\u4eba\u5904\u7406\u591a\u4ef6\u4e8b\u60c5\u3002<\/strong>\u5f53\u4eca\u5177\u6709\u591a\u5904\u7406\u5668\u7684\u8ba1\u7b97\u673a\u901a\u5e38\u57fa\u4e8eMIMD\uff0c\u6bd4\u5982\u9ad8\u6027\u80fd\u8ba1\u7b97\u673a\u6216\u5de5\u4f5c\u7ad9\u3002\u4f7f\u7528\u591a\u4e2a\u5185\u5b58\u7ba1\u7406\u5355\u5143\u7684\u591a\u6838CPU\u5904\u7406\u5668\u4e5f\u5c5e\u4e8e\u8fd9\u79cd\u67b6\u6784\u3002<\/p>\n\n\n\n

          02 GPU\u5230\u5e95\u5feb\u5728\u54ea\u91cc\uff1f<\/h2>\n\n\n\n

          \u5f53\u6211\u4eec\u7406\u89e3\u4e86CPU\u548cGPU\u5728\u57fa\u672c\u67b6\u6784\u5c42\u9762\u4e0a\u7684\u5dee\u5f02\uff0c\u5927\u6982\u5c31\u80fd\u7406\u89e3\u4e24\u8005\u5728\u8ba1\u7b97\u6027\u80fd\u65b9\u9762\u7684\u5de8\u5927\u5dee\u5f02\u3002CPU\u6709\u5e9e\u5927\u800c\u5e7f\u6cdb\u7684\u6307\u4ee4\u96c6\uff0c<\/strong>\u53ef\u4e0e\u66f4\u591a\u7684\u8ba1\u7b97\u673a\u7ec4\u4ef6\uff08\u4f8b\u5982\u5185\u5b58\u3001\u8f93\u5165\u548c\u8f93\u51fa\uff09\u4ea4\u4e92\u4ee5\u6267\u884c\u590d\u6742\u7684\u6307\u4ee4\uff1b\u800cGPU \u662f\u4e00\u79cd\u4e13\u95e8\u7684\u534f\u5904\u7406\u5668\uff0c<\/strong>\u53ea\u6709\u5728\u9ad8\u6570\u636e\u541e\u5410\u91cf\u7684\u4efb\u52a1\u4e0a\u8868\u73b0\u51fa\u8272\uff0c\u800c\u5728\u5176\u4ed6\u4efb\u52a1\u4e0a\u7684\u8868\u73b0\u5219\u4e0d\u5c3d\u5982\u4eba\u610f\u3002<\/p>\n\n\n\n

          \"\"<\/div><\/figure>\n\n\n\n

          CPU\u66f4\u5f3a\u8c03\u6307\u5b9a\u8fd0\u884c\u7684\u4f4e\u5ef6\u8fdf\uff0c\u5176\u5904\u7406\u65b9\u5f0f\u4e3b\u8981\u4e3a\u4e32\u884c\uff0c\u5982\u679c\u9047\u5230\u591a\u4efb\u52a1\u5e76\u53d1\u9700\u6c42\uff0c\u5219\u53ea\u80fd\u901a\u8fc7\u5207\u6362\u8fdb\u884c\uff0c<\/strong>\u5207\u6362\u65f6 CPU \u5fc5\u987b\u91cd\u7f6e\u5bc4\u5b58\u5668\u548c\u72b6\u6001\u53d8\u91cf\u3001\u5237\u65b0\u7f13\u5b58\u7b49\u7b49\u3002\u4e0d\u8fc7CPU \u7ecf\u8fc7\u5ef6\u8fdf\u4f18\u5316\uff0c\u5728\u591a\u4e2a\u4efb\u52a1\u4e4b\u95f4\u7684\u5207\u6362\u901f\u5ea6\u975e\u5e38\u5feb\uff0c\u8ba9\u4eba\u611f\u89c9\u5b83\u5728\u5e76\u884c\u5904\u7406\u4efb\u52a1\uff0c\u4f46\u672c\u8d28\u4e0a\uff0c\u5b83\u4ecd\u4e3a\u4e00\u6b21\u8fd0\u884c\u4e00\u9879\u4efb\u52a1\u3002\u56e0\u6b64CPU\u50cf\u4e00\u4e2a\u5b66\u8bc6\u6e0a\u535a\u7684\u4e13\u5bb6\uff0c\u53ef\u8fc5\u901f\u5904\u7406\u5404\u79cd\u4e0d\u540c\u96be\u5ea6\u7684\u4efb\u52a1\uff0c\u4f46\u9762\u5bf9\u6e90\u6e90\u4e0d\u65ad\u7684\u91cd\u590d\u6027\u52b3\u52a8\u65f6\u4e5f\u4f1a\u72af\u6101\u3002<\/strong><\/p>\n\n\n\n

          \"\"<\/div><\/figure>\n\n\n\n

          \u56e0\u6b64\u60f3\u8981\u6781\u9650\u538b\u69a8CPU\u7684\u6027\u80fd\uff0c\u9700\u8981\u9760\u4e0d\u65ad\u63d0\u9ad8\u4e3b\u9891\u6765\u63d0\u9ad8\u5b83\u7684\u8fd0\u884c\u901f\u5ea6\uff0c\u6bd4\u5982\u5e38\u89c1\u7684CPU\u4e3b\u9891\u4e3a2~4GHz\u3002\u76f8\u6bd4\u4e4b\u4e0b\uff0cGPU\u66f4\u5f3a\u8c03\u9ad8\u6570\u636e\u541e\u5410\u91cf\uff0c<\/strong>\u5176\u6838\u5fc3\u7684\u4e3b\u9891\u901a\u5e38\u4e3a1GHz\u5de6\u53f3\uff0c\u63d0\u9ad8\u5904\u7406\u901f\u5ea6\u9664\u4e86\u63d0\u9ad8\u4e3b\u9891\u548c\u67b6\u6784\uff0c\u4e5f\u5e38\u5e38\u901a\u8fc7\u201c\u5806\u6599\u201d\u7684\u65b9\u5f0f\u8fdb\u884c\uff0c\u5373\u589e\u52a0SMs\uff08streaming-multiprocessors \u6d41\u5904\u7406\u5668\uff09\u7684\u6570\u91cf\u3002\u56e0\u6b64\u76f8\u5bf9\u4e8eCPU\uff0cGPU\u66f4\u50cf\u4e00\u7fa4\u4e2d\u5b66\u751f\uff0c\u53ef\u540c\u65f6\u5904\u7406\u4e00\u5927\u6279\u7b80\u5355\u8fd0\u7b97\uff0c\u4f46\u9762\u5bf9\u590d\u6742\u4efb\u52a1\u5219\u4f1a\u6349\u8098\u89c1\u895f\u3002<\/strong><\/p>\n\n\n\n

          GPU \u6700\u9002\u5408\u4e8e\u91cd\u590d\u6027\u548c\u9ad8\u5ea6\u5e76\u884c\u7684\u8ba1\u7b97\u4efb\u52a1\uff0c\u6700\u5e38\u89c4\u4e5f\u662f\u6700\u521d\u59cb\u7684\u5e94\u7528\u4fbf\u662f\u56fe\u5f62\u6e32\u67d3\u548c\u663e\u793a\u3002<\/strong>\u540e\u6765\u4eba\u4eec\u53d1\u73b0\u5b83\u5bf9\u591a\u7ec4\u6570\u636e\u6267\u884c\u5e76\u884c\u64cd\u4f5c\u7684\u80fd\u529b\uff0c\u4e5f\u975e\u5e38\u9002\u5408\u4e8e\u67d0\u4e9b\u975e\u56fe\u5f62\u4efb\u52a1\uff0c\u4f8b\u5982\u673a\u5668\u5b66\u4e60\u3001\u91d1\u878d\u6a21\u62df\u3001\u79d1\u5b66\u8ba1\u7b97\u7b49\u5927\u89c4\u6a21\u4e14\u53cd\u590d\u8fd0\u884c\u76f8\u540c\u6570\u5b66\u51fd\u6570\u7684\u6d3b\u52a8\u3002<\/strong><\/p>\n\n\n\n

          \"\"<\/div><\/figure>\n\n\n\n

          \u63d0\u5230\u5927\u89c4\u6a21\u7684\u91cd\u590d\u8ba1\u7b97\uff0c\u9664\u4e86CFD\uff0c\u76f8\u4fe1\u5c0f\u4f19\u4f34\u4eec\u8fd8\u4f1a\u7b2c\u4e00\u65f6\u95f4\u60f3\u5230\u6316\u77ff\u3002\u6ca1\u9519\uff0c\u5728\u8fc7\u53bb\u51e0\u5e74\u4e2d\uff0cGPU\u88ab\u7528\u4e8e\u6316\u6398\u6bd4\u7279\u5e01\u6216\u4ee5\u592a\u574a\u7b49\u52a0\u5bc6\u8d27\u5e01\uff0c\u6210\u4e3a\u77ff\u5de5\u4eec\u7684\u6700\u7231\u3002\u5c0f\u4f19\u4f34\u4eec\u5982\u679c\u53bb\u770b\u4e00\u770b\u6bd4\u7279\u5e01\u7684\u4ef7\u683c\uff0c\u4f30\u8ba1\u8981\u63a9\u9762\u75db\u54ed\uff0c\u611f\u6168\u5f53\u5e74\u5165\u9519\u884c\uff1a\u540c\u6837\u662f\u641e\u8ba1\u7b97\u7684\uff0c\u505a\u4eba\u7684\u5dee\u8ddd\u600e\u4e48\u90a3\u4e48\u5927\u634f\uff1f<\/p>\n\n\n\n

          \"\"<\/div><\/figure>\n\n\n\n

          03 GPU\u5e02\u573a\u7684\u8fc5\u731b\u53d1\u5c55<\/h2>\n\n\n\n

          \u5f71\u97f3\u548c\u6e38\u620f\u4ea7\u4e1a\u662fGPU\u5feb\u901f\u53d1\u5c55\u7684\u6838\u5fc3\u52a9\u63a8\u5668\uff0c\u66fe\u7ecf\u53ef\u4ee5\u751f\u4ea7GPU\u7684\u5382\u5bb6\u4e5f\u5f88\u591a\u3002\u4e0d\u8fc7\u7ecf\u8fc7\u591a\u5e74\u7684\u6d17\u724c\uff0c\u5f53\u4ecaGPU\u7684\u7814\u53d1\u548c\u751f\u4ea7\u57fa\u672c\u7531\u4e24\u5bb6\u5784\u65ad\uff0c\u5373\u82f1\u4f1f\u8fbe\u548cAMD\u3002\u8fd9\u4e24\u5bb6\u82af\u7247\u751f\u4ea7\u5546\u53d1\u5e03GPU\u82af\u7247\u4e4b\u540e\uff0c\u4e00\u822c\u4e5f\u4f1a\u8bbe\u8ba1\u4e00\u5957\u5339\u914d\u7684\u663e\u5b58\u3001\u4f9b\u7535\u548c\u6563\u70ed\u6a21\u5757\uff0c\u6574\u5408\u5728\u4e00\u8d77\u5373\u6240\u8c13\u7684\u516c\u7248\u663e\u5361\u3002<\/strong><\/p>\n\n\n\n

          \"\"\/<\/div><\/figure>\n\n\n\n

          \u800c\u8fd9\u4e24\u5bb6\u751f\u4ea7\u5546\u4e5f\u4f1a\u628aGPU\u82af\u7247\u9500\u552e\u7ed9\u81ea\u5df1\u7684\u5408\u4f5c\u4f19\u4f34\uff0c\u6bd4\u5982\u4e3d\u53f0\u3001\u534e\u7855\u3001\u84dd\u5b9d\u77f3\u7b49\uff0c\u8fdb\u800c\u63a8\u51fa\u66f4\u591a\u5b9a\u5236\u5316\uff08\u6bd4\u5982\u517c\u5bb9\u6027\u6216\u8005\u6563\u70ed\u6027\u80fd\u66f4\u597d\uff09\u7684\u663e\u5361\u4ea7\u54c1\uff0c\u5373\u6240\u8c13\u7684\u975e\u516c\u7248\u663e\u5361\u3002<\/strong>\u4e00\u822c\u800c\u8a00\uff0c\u4f7f\u7528\u540c\u4e00\u578b\u53f7GPU\u7684\u663e\u5361\u4e4b\u95f4\u6781\u9650\u6027\u80fd\u4f1a\u7565\u6709\u5dee\u5f02\uff0c\u4f46\u5dee\u5f02\u4e00\u822c\u4e0d\u4f1a\u8d85\u8fc710%\u3002<\/p>\n\n\n\n

          \u5c3d\u7ba1\u7edd\u5927\u90e8\u5206GPU\u5747\u662f\u57fa\u4e8eSIMD\u67b6\u6784\u3002\u4e0d\u8fc7\u7ecf\u8fc7\u591a\u5e74\u7684\u53d1\u5c55\uff0cGPU\u7684\u4e3b\u8981\u5236\u9020\u5546\u5728\u4e0d\u540c\u65f6\u671f\uff0c\u63a8\u51fa\u4e86\u66f4\u4e3a\u7ec6\u5206\u7684\u67b6\u6784\uff08\u8fd9\u91cc\u7684\u201c\u67b6\u6784\u201d\u53ef\u4ee5\u7406\u89e3\u4e3a\u6d41\u5904\u7406\u5668\u3001\u5bc4\u5b58\u5668\u3001\u7f13\u5b58\u7b49\u5355\u5143\u7684\u7c7b\u578b\u4e0e\u6392\u5e03\uff09\uff0c\u5e76\u9488\u5bf9\u4e0d\u540c\u7528\u6237\u7fa4\u4f53\u63a8\u51fa\u4e86\u4e0d\u540c\u4ea7\u54c1\uff0c\u5176\u6027\u80fd\u4e5f\u6709\u5343\u5dee\u4e07\u522b\u3002<\/p>\n\n\n\n

          \"\"\/<\/div><\/figure>\n\n\n\n

          \u6bd4\u5982\u4ee5\u82f1\u4f1f\u8fbe\u4e3a\u4f8b\uff0c2000\u5e74\u8d77\u5148\u540e\u63a8\u51fa\u4e86Kelvin, Rankine, Curie, Tesla, Fermi, Kepler, Maxwell, Pascal, Volta, Turing, Ampere \u7b49\u540d\u4eba\u7cfb\u5217\u67b6\u6784\uff0c\u800c\u66f4\u5148\u8fdb\u7684\u67b6\u6784\u5e26\u6765\u4e86GPU\u6027\u80fd\u7684\u8dc3\u5347\u3002<\/strong>\u6bd4\u5982Maxwell\u67b6\u6784\u5728\u540c\u6837\u7684\u5236\u7a0b\u5de5\u827a\u6761\u4ef6\u4e0b\uff0c\u4f7f\u5f97\u6548\u80fd\u76f8\u6bd4Kepler\u5f97\u5230\u5927\u5e45\u63d0\u5347\uff1b\u800c\u81eaVolta\u8d77\u59cb\uff0c\u5f20\u91cf\u6838\u5fc3\u7684\u52a0\u5165\u4f7f\u5f97\u77e9\u9635\u7b97\u6cd5\u5927\u5927\u52a0\u901f\u3002<\/p>\n\n\n\n

          \"\"\/<\/div><\/figure>\n\n\n\n

          GPU\u8fc5\u731b\u53d1\u5c55\u8ba9\u4eba\u4eec\u5bf9GPU\u52a0\u901f\u8ba1\u7b97\u4e5f\u5145\u6ee1\u4e86\u671f\u5f85\u3002\u53ef\u60dc\u72fc\u6765\u4e86\u7684\u6545\u4e8b\u558a\u4e86\u8bb8\u591a\u5e74\uff0c\u5e02\u573a\u4e0a\u7ec8\u7a76\u6ca1\u6709\u591a\u5c11\u53ea\u72fc\u7684\u8eab\u5f71\u3002\u660e\u660eGPU\u9002\u5408\u79d1\u5b66\u8ba1\u7b97\uff0c\u53ef\u662f\u4e3a\u4ec0\u4e48\u8fd9\u4e48\u591a\u5e74\u8fc7\u53bb\u4e86\uff0c\u5e02\u573a\u4e0a\u7684\u4eff\u771f\u5de5\u5177\u8fd8\u662f\u4ee5CPU\u4e3a\u4e3b\u5462\uff1f<\/p>\n\n\n\n

          04 GPU\u8ba1\u7b97\u7b80\u53f2<\/h2>\n\n\n\n

          \u4ece1980\u5e74\u4ee3IBM\u63a8\u51fa\u5355\u8272\u663e\u793a\u9002\u914d\u5668\u8d77\u59cb\uff0cGPU\u7684\u53d1\u5c55\u5df2\u7ecf\u6709\u56db\u5341\u5e74\u7684\u5386\u53f2\u3002\u4f46GPU\u53c2\u4e0e\u79d1\u5b66\u8ba1\u7b97\u7684\u53d1\u5c55\u5219\u4e3b\u8981\u4ece\u5343\u79a7\u5e74\u4e4b\u540e\u624d\u5f00\u59cb\u6162\u6162\u52a0\u901f\u3002<\/strong><\/p>\n\n\n\n

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          \"\"\/<\/div><\/figure>\n\n\n\n

          \u5176\u5b9e\u5728\u5404\u884c\u5404\u4e1a\u4e2d\uff0c\u4f20\u7edf\u548c\u521b\u65b0\u4e4b\u95f4\u6c38\u8fdc\u5145\u65a5\u7740\u77db\u76fe\uff0c\u66fe\u7ecf\u4ee3\u8868\u7740\u521b\u65b0\u7684\u4f01\u4e1a\u53ef\u80fd\u4f1a\u5728\u51e0\u5341\u5e74\u4e4b\u540e\u53d8\u6210\u4e86\u521b\u65b0\u548c\u53d8\u9769\u7684\u963b\u529b\u3002\u4e0d\u8fc7\u6240\u5e78\uff0c\u5386\u53f2\u7684\u8f66\u8f6e\u7ec8\u7a76\u662f\u6eda\u6eda\u5411\u524d\u7684\u3002<\/p>\n\n\n\n

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          \"\"\/<\/div><\/figure>\n\n\n\n

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          05 \u8ba9LBM\u8d77\u98de\u7684GPU\u52a0\u901f<\/h2>\n\n\n\n

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          \"\"\/<\/div><\/figure>\n\n\n\n

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          \"\"\/<\/div><\/figure>\n\n\n\n

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