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\uff08\u4e00\uff09\u77ed\u671f\uff081-3\u5e74\uff09\uff1a\u4e92\u8865\u4e3a\u4e3b\uff0c\u66ff\u4ee3\u6709\u9650\uff0c\u661f\u5b87\u667a\u7b97\u62a2\u5360\u8fb9\u7f18\u573a\u666f\u5148\u673a<\/h3>\n\n\n\n

\u77ed\u671f\u6765\u770b\uff0c\u7c7b\u8111\u82af\u7247\u4e0e\u5b58\u5185\u8ba1\u7b97\u65e0\u6cd5\u53d6\u4ee3GPU\uff0c\u6838\u5fc3\u539f\u56e0\u6709\u4e09\uff1a\u5176\u4e00\uff0c\u6280\u672f\u6210\u719f\u5ea6\u5dee\u8ddd\u663e\u8457\uff0cGPU\u7684\u751f\u6001\u5b8c\u5584\u5ea6\uff08\u5982CUDA\u7f16\u7a0b\u6846\u67b6\uff09\u3001\u7cbe\u5ea6\u8868\u73b0\uff08\u652f\u630132\u4f4d\u53ca\u4ee5\u4e0a\u6d6e\u70b9\u8fd0\u7b97\uff09\uff0c\u662f\u7c7b\u8111\u82af\u7247\u4e0e\u5b58\u5185\u8ba1\u7b97\u77ed\u671f\u5185\u65e0\u6cd5\u4f01\u53ca\u7684\uff1b\u5176\u4e8c\uff0c\u5927\u6a21\u578b\u8bad\u7ec3\u7684\u6838\u5fc3\u9700\u6c42\u7684\u662f\u201c\u9ad8\u7cbe\u5ea6\u3001\u9ad8\u5e76\u884c\u3001\u901a\u7528\u6027\u201d\uff0cGPU\u4ecd\u662f\u552f\u4e00\u80fd\u6ee1\u8db3\u8be5\u9700\u6c42\u7684\u7b97\u529b\u8f7d\u4f53\uff0c\u636e2026\u5e74\u884c\u4e1a\u6570\u636e\u663e\u793a\uff0c\u5168\u7403AI\u8bad\u7ec3\u7b97\u529b\u652f\u51fa\u4e2d\uff0cGPU\u5360\u6bd4\u4ecd\u8fbe90%\u4ee5\u4e0a\uff1b\u5176\u4e09\uff0c\u7c7b\u8111\u82af\u7247\u4e0e\u5b58\u5185\u8ba1\u7b97\u7684\u7b97\u6cd5\u9002\u914d\u6210\u672c\u9ad8\uff0c\u591a\u6570AI\u4f01\u4e1a\u4e0d\u613f\u627f\u62c5\u6280\u672f\u8fc1\u79fb\u7684\u6210\u672c\u3002<\/p>\n\n\n\n

\u4f46\u8fd9\u5e76\u4e0d\u610f\u5473\u7740\u4e24\u8005\u6ca1\u6709\u5e02\u573a\u7a7a\u95f4\u2014\u2014\u5728\u8fb9\u7f18\u667a\u80fd\u573a\u666f\uff0c\u4e24\u8005\u5df2\u5f00\u59cb\u66ff\u4ee3GPU\u7684\u90e8\u5206\u4efd\u989d\u3002\u4f8b\u5982\uff0c\u81ea\u52a8\u9a7e\u9a76L3\u53ca\u4ee5\u4e0a\u7ea7\u522b\u8f66\u8f86\u7684\u611f\u77e5\u6a21\u5757\uff0c\u9700\u8981\u4f4e\u529f\u8017\u3001\u4f4e\u5ef6\u8fdf\u5904\u7406\u6d77\u91cf\u4f20\u611f\u5668\u6570\u636e\uff0c\u7c7b\u8111\u82af\u7247\u7684\u80fd\u6548\u6bd4\u4f18\u52bf\u51f8\u663e\uff0c2025\u5e74\u8be5\u573a\u666f\u7c7b\u8111\u82af\u7247\u5e94\u7528\u5360\u6bd4\u5df2\u63d0\u5347\u81f315%\uff1b\u667a\u80fd\u5bb6\u5c45\u7ec8\u7aef\u7684\u8bed\u97f3\u8bc6\u522b\u3001\u624b\u52bf\u63a7\u5236\u573a\u666f\uff0c\u5b58\u5185\u8ba1\u7b97\u7684\u4f4e\u5ef6\u8fdf\u7279\u6027\u53ef\u5c06\u54cd\u5e94\u65f6\u95f4\u7f29\u77ed\u81f310ms\u4ee5\u5185\uff0c\u8f83GPU\u964d\u4f4e80%\u4ee5\u4e0a\u5ef6\u8fdf\u3002<\/p>\n\n\n\n

\u661f\u5b87\u667a\u7b97\u5728\u77ed\u671f\u5e03\u5c40\u4e2d\uff0c\u91cd\u70b9\u805a\u7126\u8fb9\u7f18\u573a\u666f\u7684\u5546\u4e1a\u5316\u843d\u5730\uff0c\u63a8\u51fa\u7684\u7c7b\u8111\u5b58\u5185\u8ba1\u7b97\u82af\u7247\uff0c\u5df2\u5e94\u7528\u4e8e\u5de5\u4e1a\u81ea\u52a8\u5316\u9884\u6d4b\u6027\u7ef4\u62a4\u3001\u667a\u80fd\u5b89\u9632\u6444\u50cf\u5934\u7b49\u573a\u666f\uff0c\u5176\u82af\u7247\u5728\u73af\u5883\u611f\u77e5\u4efb\u52a1\u4e2d\u7684\u529f\u8017\u4ec5\u4e3a\u540c\u6027\u80fdGPU\u76841\/10\uff0c\u5ef6\u8fdf\u964d\u4f4e75%\uff0c\u83b7\u5f97\u56fd\u5185\u591a\u5bb6\u5de5\u4e1a\u4f01\u4e1a\u4e0e\u5b89\u9632\u4f01\u4e1a\u7684\u6279\u91cf\u8ba2\u5355\uff0c\u5b9e\u73b0\u4e86\u201c\u6280\u672f\u53d8\u73b0\u201d\u7684\u9636\u6bb5\u6027\u7a81\u7834\uff0c\u4e5f\u4e3a\u884c\u4e1a\u63d0\u4f9b\u4e86\u53ef\u590d\u5236\u7684\u573a\u666f\u843d\u5730\u6848\u4f8b\u3002<\/p>\n\n\n\n

\uff08\u4e8c\uff09\u4e2d\u671f\uff083-5\u5e74\uff09\uff1a\u5c40\u90e8\u66ff\u4ee3\uff0c\u5f62\u6210\u201cGPU+\u7c7b\u8111+\u5b58\u5185\u201d\u5f02\u6784\u7b97\u529b\u683c\u5c40<\/h3>\n\n\n\n

\u4e2d\u671f\u6765\u770b\uff0c\u968f\u7740\u6280\u672f\u74f6\u9888\u7684\u9010\u6b65\u7a81\u7834\uff0c\u7c7b\u8111\u82af\u7247\u4e0e\u5b58\u5185\u8ba1\u7b97\u5c06\u5b9e\u73b0\u5bf9GPU\u7684\u201c\u5c40\u90e8\u66ff\u4ee3\u201d\uff0c\u6838\u5fc3\u96c6\u4e2d\u5728AI\u63a8\u7406\u4e0e\u8fb9\u7f18\u8ba1\u7b97\u573a\u666f\uff0c\u5f62\u6210\u5f02\u6784\u7b97\u529b\u534f\u540c\u7684\u683c\u5c40\u3002\u8fd9\u4e00\u5224\u65ad\u57fa\u4e8e\u4e24\u5927\u884c\u4e1a\u8d8b\u52bf\uff1a<\/p>\n\n\n\n

1. \u7b97\u529b\u9700\u6c42\u7ed3\u6784\u53d8\u8fc1\uff1a\u636e\u4e0a\u6d77\u8bc1\u5238\u62a5\u6570\u636e\uff0c2026\u5e74AI\u63a8\u7406\u7b97\u529b\u5728\u6574\u4f53AI\u7b97\u529b\u4e2d\u7684\u5360\u6bd4\u5c06\u9996\u6b21\u8d85\u8fc7\u8bad\u7ec3\u7b97\u529b\uff0c\u63a8\u7406\u573a\u666f\u7684\u5206\u6563\u5316\u3001\u4f4e\u529f\u8017\u9700\u6c42\uff0c\u6070\u597d\u9002\u914d\u7c7b\u8111\u82af\u7247\u4e0e\u5b58\u5185\u8ba1\u7b97\u7684\u4f18\u52bf\u3002\u9884\u8ba1\u52302028\u5e74\uff0c\u5168\u7403\u8fb9\u7f18\u63a8\u7406\u7b97\u529b\u5e02\u573a\u4e2d\uff0c\u7c7b\u8111\u82af\u7247\u4e0e\u5b58\u5185\u8ba1\u7b97\u7684\u5408\u8ba1\u5360\u6bd4\u5c06\u8fbe\u523035%\uff0c\u66ff\u4ee3\u90e8\u5206\u4e2d\u4f4e\u7aefGPU\u7684\u5e02\u573a\u4efd\u989d\u3002<\/p>\n\n\n\n

2. \u6280\u672f\u7a81\u7834\u52a0\u901f\uff1a\u5b58\u5185\u8ba1\u7b97\u7684\u7cbe\u5ea6\u95ee\u9898\u5c06\u9010\u6b65\u89e3\u51b3\uff0c\u76ee\u524d\u5317\u5927\u56e2\u961f\u5df2\u5b9e\u73b024\u4f4d\u5b9a\u70b9\u7cbe\u5ea6\u7684\u6a21\u62df\u8ba1\u7b97\uff0c\u53ef\u4e0e\u6570\u5b57\u8ba1\u7b97\u5ab2\u7f8e\uff0c\u5728\u7279\u5b9a\u77e9\u9635\u8ba1\u7b97\u4efb\u52a1\u4e2d\uff0c\u541e\u5410\u91cf\u662f\u9876\u7ea7GPU\u76841000\u500d\u4ee5\u4e0a\uff1b\u7c7b\u8111\u82af\u7247\u7684\u7f16\u7a0b\u6846\u67b6\u5c06\u9010\u6b65\u6807\u51c6\u5316\uff0c\u661f\u5b87\u667a\u7b97\u6b63\u8054\u5408\u56fd\u5185\u9ad8\u6821\uff0c\u7814\u53d1\u9002\u914d\u8109\u51b2\u795e\u7ecf\u7f51\u7edc\u7684\u4e13\u7528\u7f16\u7a0b\u6846\u67b6\uff0c\u964d\u4f4e\u7b97\u6cd5\u9002\u914d\u6210\u672c\uff0c\u9884\u8ba12027\u5e74\u53ef\u5b9e\u73b0\u89c4\u6a21\u5316\u5e94\u7528\u3002<\/p>\n\n\n\n

\u8fd9\u4e00\u9636\u6bb5\uff0c\u661f\u5b87\u667a\u7b97\u7684\u6838\u5fc3\u5e03\u5c40\u662f\u201c\u5f02\u6784\u7b97\u529b\u878d\u5408\u201d\uff0c\u63a8\u51fa\u7684\u7b97\u529b\u89e3\u51b3\u65b9\u6848\uff0c\u5c06GPU\u7684\u9ad8\u7cbe\u5ea6\u8ba1\u7b97\u80fd\u529b\u4e0e\u7c7b\u8111\u5b58\u5185\u8ba1\u7b97\u7684\u9ad8\u6548\u80fd\u4f18\u52bf\u76f8\u7ed3\u5408\uff0c\u9002\u914d\u591a\u6a21\u6001\u5927\u6a21\u578b\u63a8\u7406\u3001\u5de5\u4e1a\u4e92\u8054\u7f51\u7b49\u573a\u666f\u3002\u4f8b\u5982\uff0c\u5728\u5de5\u4e1a\u8d28\u68c0\u573a\u666f\u4e2d\uff0c\u901a\u8fc7GPU\u5b8c\u6210\u9ad8\u7cbe\u5ea6\u56fe\u50cf\u8bc6\u522b\u8bad\u7ec3\uff0c\u901a\u8fc7\u661f\u5b87\u667a\u7b97\u7c7b\u8111\u5b58\u5185\u8ba1\u7b97\u82af\u7247\u5b8c\u6210\u8fb9\u7f18\u7aef\u5b9e\u65f6\u63a8\u7406\uff0c\u65e2\u4fdd\u8bc1\u4e86\u8bc6\u522b\u7cbe\u5ea6\uff08\u51c6\u786e\u7387\u8fbe99.2%\uff09\uff0c\u53c8\u964d\u4f4e\u4e86\u8fb9\u7f18\u8bbe\u5907\u7684\u529f\u8017\u4e0e\u6210\u672c\uff0c\u8f83\u7eafGPU\u65b9\u6848\u6210\u672c\u964d\u4f4e40%\u4ee5\u4e0a\u3002<\/p>\n\n\n\n

\uff08\u4e09\uff09\u957f\u671f\uff085-10\u5e74\uff09\uff1a\u573a\u666f\u5206\u5316\uff0c\u65e0\u6cd5\u5168\u9762\u66ff\u4ee3\uff0c\u661f\u5b87\u667a\u7b97\u6253\u9020\u5dee\u5f02\u5316\u6838\u5fc3\u7ade\u4e89\u529b<\/h3>\n\n\n\n

\u957f\u671f\u6765\u770b\uff0c\u7c7b\u8111\u82af\u7247\u4e0e\u5b58\u5185\u8ba1\u7b97\u4ecd\u65e0\u6cd5\u5168\u9762\u53d6\u4ee3GPU\uff0c\u6838\u5fc3\u539f\u56e0\u5728\u4e8e\u4e24\u8005\u7684\u6280\u672f\u5b9a\u4f4d\u5b58\u5728\u672c\u8d28\u5dee\u5f02\u2014\u2014GPU\u7684\u901a\u7528\u6027\u7684\u662f\u5176\u4e0d\u53ef\u66ff\u4ee3\u7684\u6838\u5fc3\u4f18\u52bf\uff0c\u800c\u7c7b\u8111\u82af\u7247\u4e0e\u5b58\u5185\u8ba1\u7b97\u7684\u4f18\u52bf\u5728\u4e8e\u201c\u573a\u666f\u4e13\u7528\u6027\u201d\u3002\u672a\u6765\u7684\u7b97\u529b\u683c\u5c40\uff0c\u5c06\u662f\u201c\u573a\u666f\u5206\u5316\u3001\u5404\u6709\u4fa7\u91cd\u201d\uff1a<\/p>\n\n\n\n

1. GPU\uff1a\u4ecd\u5c06\u4e3b\u5bfc\u5927\u6a21\u578b\u8bad\u7ec3\u3001\u9ad8\u6027\u80fd\u8ba1\u7b97\u3001\u590d\u6742\u56fe\u5f62\u6e32\u67d3\u7b49\u573a\u666f\uff0c\u636eGartner\u9884\u6d4b\uff0c2030\u5e74\u5168\u7403AI\u8bad\u7ec3\u7b97\u529b\u5e02\u573a\u4e2d\uff0cGPU\u5360\u6bd4\u4ecd\u5c06\u7ef4\u6301\u572870%\u4ee5\u4e0a\uff0c\u5176\u6838\u5fc3\u4f18\u52bf\u5728\u4e8e\u751f\u6001\u5b8c\u5584\u4e0e\u9ad8\u7cbe\u5ea6\u8ba1\u7b97\u80fd\u529b\uff0c\u77ed\u671f\u5185\u65e0\u6cd5\u88ab\u66ff\u4ee3\u3002<\/p>\n\n\n\n

2. \u7c7b\u8111\u82af\u7247\uff1a\u5c06\u4e3b\u5bfc\u8fb9\u7f18\u667a\u80fd\u3001\u81ea\u52a8\u9a7e\u9a76\u3001\u7269\u8054\u7f51\u7ec8\u7aef\u7b49\u4f4e\u529f\u8017\u573a\u666f\uff0c2030\u5e74\u5168\u7403\u7c7b\u8111\u82af\u7247\u5e02\u573a\u89c4\u6a21\u9884\u8ba1\u5c06\u7a81\u7834500\u4ebf\u7f8e\u5143\uff0c\u5e74\u590d\u5408\u589e\u957f\u7387\u7ef4\u6301\u5728\u9ad8\u4f4d\uff0c\u6210\u4e3a\u8fb9\u7f18\u7b97\u529b\u7684\u6838\u5fc3\u8f7d\u4f53\u3002<\/p>\n\n\n\n

3. \u5b58\u5185\u8ba1\u7b97\uff1a\u5c06\u6210\u4e3aAI\u63a8\u7406\u7684\u6838\u5fc3\u6280\u672f\u8def\u5f84\uff0c\u5e7f\u6cdb\u5e94\u7528\u4e8e\u4e91\u8fb9\u534f\u540c\u3001\u667a\u80fd\u7ec8\u7aef\u7b49\u573a\u666f\uff0c2030\u5e74\u4e2d\u56fd\u5b58\u5185\u8ba1\u7b97\u5e02\u573a\u89c4\u6a21\u9884\u8ba1\u7a81\u78341000\u4ebf\u5143\uff0c\u6210\u4e3a\u7b97\u529b\u67b6\u6784\u521b\u65b0\u7684\u6838\u5fc3\u65b9\u5411\u4e4b\u4e00\u3002<\/p>\n\n\n\n

\u661f\u5b87\u667a\u7b97\u7684\u957f\u671f\u6218\u7565\uff0c\u662f\u805a\u7126\u201c\u7c7b\u8111+\u5b58\u5185\u201d\u7684\u878d\u5408\u521b\u65b0\uff0c\u6253\u9020\u5dee\u5f02\u5316\u6838\u5fc3\u7ade\u4e89\u529b\uff0c\u907f\u5f00\u4e0eGPU\u5de8\u5934\u7684\u6b63\u9762\u7ade\u4e89\u3002\u76ee\u524d\uff0c\u661f\u5b87\u667a\u7b97\u5df2\u5728\u5b58\u5185\u8ba1\u7b97\u7684\u5b58\u50a8\u5355\u5143\u4f18\u5316\u3001\u7c7b\u8111\u82af\u7247\u7684\u795e\u7ecf\u5143\u6a21\u62df\u7b49\u6838\u5fc3\u6280\u672f\u4e0a\u7533\u8bf7\u4e13\u522920\u4f59\u9879\uff0c\u5176\u7814\u53d1\u7684\u65b0\u4e00\u4ee3\u7c7b\u8111\u5b58\u5185\u8ba1\u7b97\u82af\u7247\uff0c\u80fd\u6548\u6bd4\u9884\u8ba1\u5c06\u7a81\u7834500 TOPS\/W\uff0c\u7cbe\u5ea6\u63d0\u5347\u81f332\u4f4d\uff0c\u53ef\u9002\u914d\u66f4\u591a\u4e2d\u9ad8\u7aef\u63a8\u7406\u573a\u666f\uff0c\u540c\u65f6\u4e0e\u56fd\u5185\u5934\u90e8\u4e91\u5382\u5546\u8fbe\u6210\u5408\u4f5c\uff0c\u5171\u5efa\u5f02\u6784\u7b97\u529b\u751f\u6001\uff0c\u63a8\u52a8\u6280\u672f\u7684\u89c4\u6a21\u5316\u5e94\u7528\u3002<\/p>\n\n\n\n

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