{"id":17592,"date":"2025-04-19T00:07:14","date_gmt":"2025-04-18T16:07:14","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/17592.html"},"modified":"2025-04-19T00:07:14","modified_gmt":"2025-04-18T16:07:14","slug":"%e5%a6%82%e4%bd%95%e9%80%89%e6%8b%a9%e6%b7%b1%e5%ba%a6%e5%ad%a6%e4%b9%a0%e6%9c%8d%e5%8a%a1%e5%99%a8%e7%9a%84gpu%ef%bc%9f","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/17592.html","title":{"rendered":"\u5982\u4f55\u9009\u62e9\u6df1\u5ea6\u5b66\u4e60\u670d\u52a1\u5668\u7684GPU\uff1f"},"content":{"rendered":"<h2> 1. \u786e\u5b9a\u9879\u76ee\u9700\u6c42<\/h2>\n<h3> 1.1 \u8ba1\u7b97\u6027\u80fd\u9700\u6c42<\/h3>\n<p> 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\u5728\u9009\u62e9\u6df1\u5ea6\u5b66\u4e60\u670d\u52a1\u5668\u4e2d\u7684GPU\u65f6&#xff0c;\u9996\u5148\u8981\u660e\u786e\u7684\u662f\u9879\u76ee\u9700\u6c42&#xff0c;\u8fd9\u662f\u786e\u4fddGPU\u914d\u7f6e\u6ee1\u8db3\u9879\u76ee\u8981\u6c42\u7684\u57fa\u7840\u3002\u5728\u81ea\u7136\u8bed\u8a00\u5904\u7406\u9886\u57df&#xff0c;\u9879\u76ee\u9700\u6c42\u5206\u6790\u5c24\u4e3a\u91cd\u8981&#xff0c;\u56e0\u4e3a\u81ea\u7136\u8bed\u8a00\u5904\u7406\u901a\u5e38\u6d89\u53ca\u5927\u91cf\u7684\u6570\u636e\u8f93\u5165\u8f93\u51fa\u3001\u6a21\u578b\u8bad\u7ec3\u548c\u63a8\u7406\u8ba1\u7b97\u3002\u4ee5\u4e0b\u662f\u9488\u5bf9\u81ea\u7136\u8bed\u8a00\u5904\u7406\u9879\u76ee\u7684\u51e0\u4e2a\u5173\u952e\u9700\u6c42\u70b9&#xff1a;<\/p>\n<p> 1. **\u6570\u636e\u5904\u7406\u80fd\u529b**&#xff1a;\u81ea\u7136\u8bed\u8a00\u5904\u7406\u9700\u8981\u5904\u7406\u5927\u91cf\u6587\u672c\u6570\u636e&#xff0c;\u5305\u62ec\u6587\u672c\u7684\u6e05\u6d17\u3001\u5206\u8bcd\u3001\u8bcd\u6027\u6807\u6ce8\u7b49\u3002\u56e0\u6b64&#xff0c;GPU\u5e94\u5177\u5907\u8f83\u5f3a\u7684\u5e76\u884c\u5904\u7406\u80fd\u529b&#xff0c;\u4ee5\u4fbf\u9ad8\u6548\u5b8c\u6210\u8fd9\u4e9b\u9884\u5904\u7406\u6b65\u9aa4\u3002<\/p>\n<p> 2. **\u5185\u5b58\u5bb9\u91cf**&#xff1a;\u81ea\u7136\u8bed\u8a00\u5904\u7406\u4efb\u52a1\u4e2d&#xff0c;\u6a21\u578b\u8bad\u7ec3\u5f80\u5f80\u9700\u8981\u8f83\u5927\u7684\u5185\u5b58\u7a7a\u95f4\u6765\u5b58\u50a8\u5927\u91cf\u7684\u53c2\u6570\u548c\u4e2d\u95f4\u8ba1\u7b97\u7ed3\u679c\u3002\u56e0\u6b64&#xff0c;\u6240\u9009GPU\u5e94\u5177\u6709\u8db3\u591f\u7684\u5185\u5b58\u5bb9\u91cf&#xff0c;\u4ee5\u4fdd\u8bc1\u6a21\u578b\u7684\u6b63\u5e38\u8bad\u7ec3\u548c\u63a8\u7406\u3002<\/p>\n<p> 3. **\u663e\u5b58\u5e26\u5bbd**&#xff1a;\u663e\u5b58\u5e26\u5bbd\u51b3\u5b9a\u4e86GPU\u4e0e\u7cfb\u7edf\u5185\u5b58\u4e4b\u95f4\u6570\u636e\u4f20\u8f93\u7684\u901f\u5ea6\u3002\u5728\u81ea\u7136\u8bed\u8a00\u5904\u7406\u4e2d&#xff0c;\u6a21\u578b\u901a\u5e38\u8f83\u4e3a\u590d\u6742&#xff0c;\u5bf9\u663e\u5b58\u5e26\u5bbd\u7684\u9700\u6c42\u8f83\u9ad8\u3002\u56e0\u6b64&#xff0c;\u9009\u62e9\u5177\u6709\u9ad8\u663e\u5b58\u5e26\u5bbd\u7684GPU\u6709\u52a9\u4e8e\u63d0\u9ad8\u5904\u7406\u901f\u5ea6\u3002<\/p>\n<p> 4. **Tensor\u6838\u5fc3\u6570\u91cf**&#xff1a;\u5bf9\u4e8e\u6df1\u5ea6\u5b66\u4e60\u4efb\u52a1&#xff0c;\u5c24\u5176\u662f\u81ea\u7136\u8bed\u8a00\u5904\u7406&#xff0c;Tensor\u6838\u5fc3\u7684\u6570\u91cf\u76f4\u63a5\u5f71\u54cd\u6a21\u578b\u8bad\u7ec3\u548c\u63a8\u7406\u7684\u901f\u5ea6\u3002\u901a\u5e38\u60c5\u51b5\u4e0b&#xff0c;\u6838\u5fc3\u6570\u91cf\u8d8a\u591a&#xff0c;\u6027\u80fd\u8d8a\u5f3a\u3002<\/p>\n<p> 5. **\u652f\u6301\u6df1\u5ea6\u5b66\u4e60\u6846\u67b6**&#xff1a;\u81ea\u7136\u8bed\u8a00\u5904\u7406\u9879\u76ee\u4e2d&#xff0c;\u5e38\u7528\u7684\u6df1\u5ea6\u5b66\u4e60\u6846\u67b6\u5305\u62ecTensorFlow\u3001PyTorch\u7b49\u3002\u5728\u9009\u62e9GPU\u65f6&#xff0c;\u9700\u8981\u786e\u8ba4\u6240\u9009\u578b\u53f7\u662f\u5426\u652f\u6301\u8fd9\u4e9b\u6846\u67b6&#xff0c;\u4ee5\u53ca\u662f\u5426\u6709\u5b98\u65b9\u7684\u9a71\u52a8\u548c\u4f18\u5316\u3002<\/p>\n<p> 6. **\u529f\u8017\u4e0e\u6563\u70ed**&#xff1a;\u81ea\u7136\u8bed\u8a00\u5904\u7406\u4efb\u52a1\u5bf9GPU\u7684\u529f\u8017\u8981\u6c42\u8f83\u9ad8&#xff0c;\u56e0\u6b64\u5728\u9009\u62e9GPU\u65f6&#xff0c;\u8981\u8003\u8651\u670d\u52a1\u5668\u7684\u6574\u4f53\u529f\u8017\u548c\u6563\u70ed\u80fd\u529b&#xff0c;\u4ee5\u786e\u4fdd\u7cfb\u7edf\u7684\u7a33\u5b9a\u8fd0\u884c\u3002<\/p>\n<p> 7. **\u6210\u672c\u6548\u76ca**&#xff1a;\u5728\u6ee1\u8db3\u4e0a\u8ff0\u9700\u6c42\u7684\u57fa\u7840\u4e0a&#xff0c;\u8fd8\u9700\u8981\u8003\u8651\u6210\u672c\u6548\u76ca\u6bd4&#xff0c;\u9009\u62e9\u6027\u4ef7\u6bd4\u9ad8\u7684GPU\u4ea7\u54c1\u3002<\/p>\n<p> \u603b\u4e4b&#xff0c;\u5728\u81ea\u7136\u8bed\u8a00\u5904\u7406\u9879\u76ee\u4e2d&#xff0c;\u9009\u62e9\u6df1\u5ea6\u5b66\u4e60\u670d\u52a1\u5668\u7684GPU\u65f6&#xff0c;\u9700\u7efc\u5408\u8003\u8651\u6570\u636e\u5904\u7406\u80fd\u529b\u3001\u5185\u5b58\u5bb9\u91cf\u3001\u663e\u5b58\u5e26\u5bbd\u3001Tensor\u6838\u5fc3\u6570\u91cf\u3001\u6df1\u5ea6\u5b66\u4e60\u6846\u67b6\u652f\u6301\u3001\u529f\u8017\u4e0e\u6563\u70ed\u4ee5\u53ca\u6210\u672c\u6548\u76ca\u7b49\u56e0\u7d20&#xff0c;\u4ee5\u786e\u4fdd\u9879\u76ee\u987a\u5229\u8fdb\u884c\u3002<\/p>\n<p> 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\u6700\u540e&#xff0c;\u9884\u7b97\u4e5f\u662f\u51b3\u5b9aGPU\u9009\u62e9\u7684\u4e00\u4e2a\u91cd\u8981\u56e0\u7d20\u3002\u4e0d\u540c\u7684GPU\u5728\u6027\u80fd\u548c\u4ef7\u683c\u4e0a\u5b58\u5728\u5dee\u5f02&#xff0c;\u5408\u7406\u5206\u914d\u9884\u7b97\u5e76\u9009\u62e9\u6027\u4ef7\u6bd4\u6700\u9ad8\u7684GPU\u662f\u660e\u667a\u4e4b\u4e3e\u3002\u540c\u65f6&#xff0c;\u4e5f\u8981\u8003\u8651\u672a\u6765\u53ef\u80fd\u7684\u5347\u7ea7\u7a7a\u95f4&#xff0c;\u4ee5\u9002\u5e94\u672a\u6765\u6280\u672f\u53d1\u5c55\u5e26\u6765\u7684\u9700\u6c42\u53d8\u5316\u3002<\/p>\n<p> 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\u9996\u5148&#xff0c;\u56fe\u50cf\u548c\u89c6\u9891\u5904\u7406\u901a\u5e38\u5bf9GPU\u7684\u5e76\u884c\u8ba1\u7b97\u80fd\u529b\u6709\u8f83\u9ad8\u7684\u8981\u6c42\u3002\u56e0\u6b64&#xff0c;\u5728\u9009\u62e9GPU\u65f6&#xff0c;\u9700\u8981\u5173\u6ce8\u5176CUDA\u6838\u5fc3\u6570\u91cf\u548c\u6027\u80fd\u3002\u66f4\u591a\u7684CUDA\u6838\u5fc3\u610f\u5473\u7740\u66f4\u9ad8\u7684\u5e76\u884c\u5904\u7406\u80fd\u529b&#xff0c;\u80fd\u591f\u52a0\u901f\u56fe\u50cf\u548c\u89c6\u9891\u7684\u7f16\u7801\u3001\u89e3\u7801\u3001\u589e\u5f3a\u3001\u8bc6\u522b\u7b49\u5904\u7406\u8fc7\u7a0b\u3002<\/p>\n<p> 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\u603b\u4e4b&#xff0c;\u5728\u786e\u5b9a\u9879\u76ee\u9700\u6c42\u65f6&#xff0c;\u9488\u5bf9\u56fe\u50cf\u548c\u89c6\u9891\u5904\u7406\u9886\u57df&#xff0c;\u5e94\u91cd\u70b9\u5173\u6ce8GPU\u7684\u5e76\u884c\u8ba1\u7b97\u80fd\u529b\u3001\u663e\u5b58\u5bb9\u91cf\u548c\u7c7b\u578b\u3001\u529f\u8017\u548c\u6563\u70ed\u3001\u8f6f\u4ef6\u517c\u5bb9\u6027\u4ee5\u53ca\u6269\u5c55\u6027\u7b49\u65b9\u9762\u3002\u53ea\u6709\u5168\u9762\u8003\u8651\u8fd9\u4e9b\u56e0\u7d20&#xff0c;\u624d\u80fd\u9009\u62e9\u51fa\u6700\u9002\u5408\u9879\u76ee\u9700\u6c42\u7684\u6df1\u5ea6\u5b66\u4e60\u670d\u52a1\u5668GPU\u3002<\/p>\n<h3> \u81ea\u7136\u8bed\u8a00\u5904\u7406<\/h3>\n<h3> 1.2 \u663e\u5b58\u9700\u6c42<\/h3>\n<p> 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\u5176\u6b21&#xff0c;\u663e\u5b58\u9700\u6c42\u8fd8\u53d7\u5230\u6a21\u578b\u590d\u6742\u6027\u7684\u5f71\u54cd\u3002\u6df1\u5ea6\u5b66\u4e60\u6a21\u578b\u8d8a\u590d\u6742&#xff0c;\u901a\u5e38\u9700\u8981\u7684\u663e\u5b58\u4e5f\u5c31\u8d8a\u591a\u3002\u4f8b\u5982&#xff0c;\u5927\u578b\u5377\u79ef\u795e\u7ecf\u7f51\u7edc&#xff08;CNN&#xff09;\u548c\u751f\u6210\u5bf9\u6297\u7f51\u7edc&#xff08;GAN&#xff09;\u7b49\u6a21\u578b\u901a\u5e38\u9700\u8981\u8f83\u5927\u7684\u663e\u5b58\u5bb9\u91cf\u6765\u5b58\u50a8\u4e2d\u95f4\u5c42\u7684\u6fc0\u6d3b\u548c\u6743\u91cd\u3002<\/p>\n<p> \u6b64\u5916&#xff0c;\u8fd8\u9700\u8981\u8003\u8651\u5e76\u884c\u8ba1\u7b97\u7684\u9700\u6c42\u3002\u5728\u591aGPU\u73af\u5883\u4e2d&#xff0c;\u663e\u5b58\u5e26\u5bbd\u6210\u4e3a\u9650\u5236\u5e76\u884c\u6548\u7387\u7684\u5173\u952e\u56e0\u7d20\u3002\u56e0\u6b64&#xff0c;\u9664\u4e86\u663e\u5b58\u5bb9\u91cf&#xff0c;\u663e\u5b58\u5e26\u5bbd\u4e5f\u662f\u9700\u8981\u8003\u8651\u7684\u91cd\u8981\u56e0\u7d20\u3002\u9ad8\u901f\u663e\u5b58\u5e26\u5bbd\u53ef\u4ee5\u51cf\u5c11\u5185\u5b58\u8bbf\u95ee\u5ef6\u8fdf&#xff0c;\u63d0\u9ad8\u5e76\u884c\u8ba1\u7b97\u7684\u6548\u7387\u3002<\/p>\n<p> \u5728\u5b9e\u9645\u64cd\u4f5c\u4e2d&#xff0c;\u53ef\u4ee5\u901a\u8fc7\u4ee5\u4e0b\u6b65\u9aa4\u6765\u4f30\u7b97\u663e\u5b58\u9700\u6c42&#xff1a;<\/p>\n<p> 1. **\u6a21\u578b\u8bc4\u4f30**&#xff1a;\u8bc4\u4f30\u6240\u9009\u6df1\u5ea6\u5b66\u4e60\u6a21\u578b\u7684\u5927\u5c0f&#xff0c;\u5305\u62ec\u53c2\u6570\u548c\u4e2d\u95f4\u5c42\u7684\u5927\u5c0f\u3002<\/p>\n<p> 2. **\u6570\u636e\u9884\u5904\u7406**&#xff1a;\u8003\u8651\u6570\u636e\u9884\u5904\u7406\u8fc7\u7a0b\u4e2d\u7684\u5185\u5b58\u5360\u7528&#xff0c;\u4f8b\u5982\u56fe\u50cf\u7684\u7f29\u653e\u3001\u5f52\u4e00\u5316\u7b49\u64cd\u4f5c\u3002<\/p>\n<p> 3. **\u6279\u5904\u7406\u5927\u5c0f**&#xff1a;\u786e\u5b9a\u5408\u9002\u7684\u6279\u5904\u7406\u5927\u5c0f&#xff0c;\u6279\u5904\u7406\u5927\u5c0f\u8d8a\u5927&#xff0c;\u9700\u8981\u7684\u663e\u5b58\u8d8a\u591a\u3002<\/p>\n<p> 4. **\u663e\u5b58\u5360\u7528\u4f30\u7b97**&#xff1a;\u6839\u636e\u4ee5\u4e0a\u56e0\u7d20&#xff0c;\u4f30\u7b97\u6a21\u578b\u548c\u6570\u636e\u7684\u603b\u663e\u5b58\u5360\u7528\u3002<\/p>\n<p> 5. **\u5b89\u5168\u4f59\u91cf**&#xff1a;\u8003\u8651\u5230\u53ef\u80fd\u7684\u5185\u5b58\u6cc4\u9732\u6216\u989d\u5916\u7684\u5185\u5b58\u5360\u7528&#xff0c;\u589e\u52a0\u4e00\u5b9a\u7684\u5b89\u5168\u4f59\u91cf\u3002<\/p>\n<p> \u901a\u8fc7\u4e0a\u8ff0\u6b65\u9aa4&#xff0c;\u53ef\u4ee5\u8f83\u4e3a\u51c6\u786e\u5730\u4f30\u7b97\u51fa\u6df1\u5ea6\u5b66\u4e60\u9879\u76ee\u4e2d\u6240\u9700\u7684\u663e\u5b58\u5bb9\u91cf\u3002\u8fd9\u5c06\u6709\u52a9\u4e8e\u9009\u62e9\u5408\u9002\u7684GPU\u578b\u53f7&#xff0c;\u786e\u4fdd\u9879\u76ee\u987a\u5229\u8fdb\u884c\u3002\u9700\u8981\u6ce8\u610f\u7684\u662f&#xff0c;\u968f\u7740\u6280\u672f\u7684\u53d1\u5c55&#xff0c;\u65b0\u7684GPU\u578b\u53f7\u53ef\u80fd\u63d0\u4f9b\u66f4\u9ad8\u7684\u663e\u5b58\u5bb9\u91cf\u548c\u66f4\u4f18\u7684\u6027\u80fd&#xff0c;\u56e0\u6b64\u5728\u9009\u62e9GPU\u65f6&#xff0c;\u8fd8\u9700\u8981\u5173\u6ce8\u5e02\u573a\u52a8\u6001&#xff0c;\u9009\u62e9\u6700\u9002\u5408\u5f53\u524d\u9879\u76ee\u9700\u6c42\u7684\u786c\u4ef6\u914d\u7f6e\u3002<\/p>\n<h3> \u5927\u578b\u6a21\u578b\u8bad\u7ec3<\/h3>\n<p> 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\u5728\u8fdb\u884c\u6df1\u5ea6\u5b66\u4e60\u670d\u52a1\u5668GPU\u7684\u9009\u62e9\u65f6&#xff0c;\u9996\u5148\u9700\u8981\u660e\u786e\u9879\u76ee\u7684\u5177\u4f53\u9700\u6c42\u3002\u5bf9\u4e8e\u591a\u4e2a\u6a21\u578b\u5e76\u884c\u7684\u60c5\u51b5&#xff0c;\u4ee5\u4e0b\u51e0\u70b9\u662f\u5fc5\u987b\u8003\u8651\u7684\u5173\u952e\u56e0\u7d20&#xff1a;<\/p>\n<p> \u9996\u5148&#xff0c;\u4e86\u89e3\u6a21\u578b\u7684\u89c4\u6a21\u548c\u590d\u6742\u5ea6\u662f\u81f3\u5173\u91cd\u8981\u7684\u3002\u4e0d\u540c\u89c4\u6a21\u7684\u6a21\u578b\u5bf9GPU\u8d44\u6e90\u7684\u9700\u6c42\u5dee\u5f02\u5f88\u5927\u3002\u4f8b\u5982&#xff0c;\u5927\u89c4\u6a21\u7684\u795e\u7ecf\u7f51\u7edc\u53ef\u80fd\u9700\u8981\u66f4\u591a\u7684\u663e\u5b58\u548c\u8ba1\u7b97\u80fd\u529b\u3002\u56e0\u6b64&#xff0c;\u5728\u9009\u62e9GPU\u65f6&#xff0c;\u9700\u8981\u786e\u4fdd\u6240\u9009GPU\u80fd\u591f\u6ee1\u8db3\u6a21\u578b\u8fd0\u884c\u65f6\u7684\u5185\u5b58\u548c\u8ba1\u7b97\u9700\u6c42\u3002<\/p>\n<p> 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\u603b\u4e4b&#xff0c;\u5728\u8003\u8651\u591a\u4e2a\u6a21\u578b\u5e76\u884c\u65f6&#xff0c;\u9009\u62e9\u6df1\u5ea6\u5b66\u4e60\u670d\u52a1\u5668\u7684GPU\u9700\u8981\u7efc\u5408\u8003\u8651\u6a21\u578b\u7684\u89c4\u6a21\u3001\u5e76\u884c\u5316\u7b56\u7565\u3001\u901a\u4fe1\u9700\u6c42\u3001\u6269\u5c55\u6027\u548c\u6210\u672c\u7b49\u591a\u4e2a\u65b9\u9762&#xff0c;\u4ee5\u786e\u4fdd\u7cfb\u7edf\u65e2\u80fd\u6ee1\u8db3\u5f53\u524d\u9700\u6c42&#xff0c;\u53c8\u80fd\u9002\u5e94\u672a\u6765\u7684\u53d1\u5c55\u3002<\/p>\n<h3> \u5b9e\u65f6\u63a8\u7406\u9700\u6c42<\/h3>\n<p> 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Institute&#xff08;DLI&#xff09;\u8fd8\u63d0\u4f9b\u4e86\u4e00\u7cfb\u5217\u57f9\u8bad\u8bfe\u7a0b&#xff0c;\u5e2e\u52a9\u7528\u6237\u5feb\u901f\u638c\u63e1\u6df1\u5ea6\u5b66\u4e60\u6280\u672f\u3002<\/p>\n<p> \u603b\u4e4b&#xff0c;\u5728\u4e86\u89e3NVIDIA GPU\u5e02\u573a\u65f6&#xff0c;\u6211\u4eec\u9700\u8981\u7efc\u5408\u8003\u8651\u5176\u6027\u80fd\u3001\u7a33\u5b9a\u6027\u3001\u529f\u8017\u3001\u6563\u70ed\u4ee5\u53ca\u8f6f\u4ef6\u751f\u6001\u7cfb\u7edf\u7b49\u56e0\u7d20&#xff0c;\u4ee5\u786e\u4fdd\u9009\u62e9\u6700\u9002\u5408\u6df1\u5ea6\u5b66\u4e60\u9879\u76ee\u9700\u6c42\u7684GPU\u3002<\/p>\n<p> \u5176\u6b21&#xff0c;AMD<\/p>\n<p> \u5728\u6df1\u5165\u63a2\u8ba8\u5982\u4f55\u9009\u62e9\u6df1\u5ea6\u5b66\u4e60\u670d\u52a1\u5668\u7684GPU\u4e4b\u524d&#xff0c;\u4e86\u89e3GPU\u5e02\u573a\u7684\u73b0\u72b6\u548c\u7ade\u4e89\u683c\u5c40\u81f3\u5173\u91cd\u8981\u3002AMD\u4f5c\u4e3aGPU\u5e02\u573a\u7684\u91cd\u8981\u53c2\u4e0e\u8005&#xff0c;\u5176\u4ea7\u54c1\u7ebf\u548c\u6280\u672f\u7279\u70b9\u503c\u5f97\u6211\u4eec\u91cd\u70b9\u5173\u6ce8\u3002\u9996\u5148&#xff0c;AMD\u7684GPU\u5728\u6027\u80fd\u4e0a\u4e0eNVIDIA\u7684\u4ea7\u54c1\u76f8\u6bd4&#xff0c;\u867d\u7136\u5728\u5355\u7cbe\u5ea6\u6d6e\u70b9\u8fd0\u7b97\u65b9\u9762\u7565\u900a\u4e00\u7b79&#xff0c;\u4f46\u5728\u6df1\u5ea6\u5b66\u4e60\u9886\u57df\u4e2d&#xff0c;\u5176\u534a\u7cbe\u5ea6\u6d6e\u70b9\u8fd0\u7b97\u80fd\u529b\u5374\u8868\u73b0\u51fa\u8272&#xff0c;\u8fd9\u5bf9\u4e8e\u6df1\u5ea6\u5b66\u4e60\u6a21\u578b\u8bad\u7ec3\u4e2d\u7684\u5927\u91cf\u77e9\u9635\u8fd0\u7b97\u6765\u8bf4\u81f3\u5173\u91cd\u8981\u3002\u6b64\u5916&#xff0c;AMD\u7684GPU\u5728\u5185\u5b58\u5e26\u5bbd\u548c\u529f\u8017\u63a7\u5236\u65b9\u9762\u4e5f\u6709\u660e\u663e\u4f18\u52bf&#xff0c;\u8fd9\u4f7f\u5f97\u5b83\u4eec\u5728\u6570\u636e\u4e2d\u5fc3\u548c\u8fb9\u7f18\u8ba1\u7b97\u573a\u666f\u4e2d\u5c24\u4e3a\u53d7\u6b22\u8fce\u3002<\/p>\n<p> \u5176\u6b21&#xff0c;AMD\u7684GPU\u5728\u8f6f\u4ef6\u751f\u6001\u65b9\u9762\u540c\u6837\u4e0d\u5bb9\u5c0f\u89d1\u3002\u968f\u7740AMD\u4e0e\u591a\u5bb6\u8f6f\u4ef6\u5f00\u53d1\u5546\u7684\u5408\u4f5c&#xff0c;\u5176GPU\u5df2\u7ecf\u80fd\u591f\u652f\u6301\u5305\u62ecTensorFlow\u3001PyTorch\u5728\u5185\u7684\u4e3b\u6d41\u6df1\u5ea6\u5b66\u4e60\u6846\u67b6&#xff0c;\u4e3a\u5f00\u53d1\u8005\u63d0\u4f9b\u4e86\u4fbf\u5229\u3002\u540c\u65f6&#xff0c;AMD\u8fd8\u4e0d\u65ad\u4f18\u5316\u5176\u9a71\u52a8\u7a0b\u5e8f&#xff0c;\u786e\u4fddGPU\u5728\u8fd0\u884c\u6df1\u5ea6\u5b66\u4e60\u4efb\u52a1\u65f6\u80fd\u591f\u53d1\u6325\u6700\u4f73\u6027\u80fd\u3002<\/p>\n<p> \u518d\u8005&#xff0c;AMD\u7684GPU\u5728\u4ef7\u683c\u65b9\u9762\u5177\u6709\u4e00\u5b9a\u7684\u7ade\u4e89\u529b\u3002\u76f8\u8f83\u4e8eNVIDIA\u7684\u9ad8\u4ef7\u4ea7\u54c1&#xff0c;AMD\u7684GPU\u5728\u540c\u7b49\u6027\u80fd\u4e0b\u5f80\u5f80\u66f4\u5177\u6027\u4ef7\u6bd4&#xff0c;\u8fd9\u5bf9\u4e8e\u9884\u7b97\u6709\u9650\u7684\u7528\u6237\u6765\u8bf4\u662f\u4e00\u4e2a\u91cd\u8981\u7684\u8003\u8651\u56e0\u7d20\u3002\u6b64\u5916&#xff0c;AMD\u7684GPU\u5728\u53ef\u6269\u5c55\u6027\u65b9\u9762\u4e5f\u8868\u73b0\u51fa\u8272&#xff0c;\u7528\u6237\u53ef\u4ee5\u6839\u636e\u9700\u6c42\u7075\u6d3b\u914d\u7f6eGPU\u6570\u91cf&#xff0c;\u4ee5\u6ee1\u8db3\u4e0d\u540c\u89c4\u6a21\u6df1\u5ea6\u5b66\u4e60\u4efb\u52a1\u7684\u9700\u6c42\u3002<\/p>\n<p> \u7136\u800c&#xff0c;AMD\u7684GPU\u4e5f\u5b58\u5728\u4e00\u4e9b\u5c40\u9650\u6027\u3002\u4f8b\u5982&#xff0c;\u5728\u6df1\u5ea6\u5b66\u4e60\u9886\u57df&#xff0c;NVIDIA\u7684GPU\u5728CUDA\u7f16\u7a0b\u6a21\u578b\u548c\u6df1\u5ea6\u5b66\u4e60\u6846\u67b6\u652f\u6301\u65b9\u9762\u66f4\u4e3a\u6210\u719f&#xff0c;\u8fd9\u4f7f\u5f97NVIDIA\u7684GPU\u5728\u7279\u5b9a\u573a\u666f\u4e0b\u5177\u6709\u66f4\u9ad8\u7684\u6548\u7387\u3002\u6b64\u5916&#xff0c;AMD\u7684GPU\u5728\u9ad8\u7aef\u5e02\u573a\u4e2d\u7684\u7ade\u4e89\u529b\u76f8\u5bf9\u8f83\u5f31&#xff0c;\u90e8\u5206\u9ad8\u7aef\u6df1\u5ea6\u5b66\u4e60\u4efb\u52a1\u53ef\u80fd\u9700\u8981NVIDIA\u7684GPU\u6765\u6ee1\u8db3\u3002<\/p>\n<p> 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\u6b64\u5916&#xff0c;\u8fd8\u6709\u4e00\u4e9b\u65b0\u5174\u54c1\u724c\u5728GPU\u5e02\u573a\u4e0a\u5d2d\u9732\u5934\u89d2\u3002\u4f8b\u5982&#xff0c;\u8c37\u6b4c\u7684TPU&#xff08;Tensor Processing Unit&#xff09;\u4e13\u4e3a\u673a\u5668\u5b66\u4e60\u548c\u6df1\u5ea6\u5b66\u4e60\u4efb\u52a1\u8bbe\u8ba1&#xff0c;\u4ee5\u5176\u9ad8\u6548\u7684\u6d6e\u70b9\u8fd0\u7b97\u80fd\u529b\u800c\u8457\u79f0\u3002\u6b64\u5916&#xff0c;\u82f1\u7279\u5c14&#xff08;Intel<\/p>\n<p> \u5728\u6df1\u5165\u4e86\u89e3\u5982\u4f55\u9009\u62e9\u6df1\u5ea6\u5b66\u4e60\u670d\u52a1\u5668\u7684GPU\u4e4b\u524d&#xff0c;\u6211\u4eec\u9996\u5148\u8981\u5bf9\u5f53\u524d\u7684GPU\u5e02\u573a\u6709\u6240\u8ba4\u8bc6\u3002Intel\u4f5c\u4e3a\u4f20\u7edf\u7684CPU\u5236\u9020\u5546&#xff0c;\u8fd1\u5e74\u6765\u4e5f\u5728GPU\u9886\u57df\u79ef\u6781\u5e03\u5c40&#xff0c;\u63a8\u51fa\u4e86\u591a\u6b3e\u9488\u5bf9\u6df1\u5ea6\u5b66\u4e60\u4efb\u52a1\u7684GPU\u4ea7\u54c1\u3002\u4ee5\u4e0b\u662fIntel\u5728GPU\u5e02\u573a\u7684\u4e00\u4e9b\u7279\u70b9\u548c\u5e94\u7528\u573a\u666f\u3002<\/p>\n<p> \u9996\u5148&#xff0c;Intel\u7684GPU\u4ea7\u54c1\u4ee5\u5176\u7a33\u5b9a\u7684\u6027\u80fd\u548c\u826f\u597d\u7684\u517c\u5bb9\u6027\u800c\u53d7\u5230\u5e02\u573a\u7684\u6b22\u8fce\u3002\u5728\u6df1\u5ea6\u5b66\u4e60\u9886\u57df&#xff0c;Intel\u7684GPU\u5728\u5904\u7406\u5927\u91cf\u5e76\u884c\u8ba1\u7b97\u4efb\u52a1\u65f6\u8868\u73b0\u51fa\u8272&#xff0c;\u5c24\u5176\u5728\u89c6\u9891\u5206\u6790\u548c\u56fe\u50cf\u5904\u7406\u65b9\u9762\u5177\u6709\u663e\u8457\u4f18\u52bf\u3002\u6b64\u5916&#xff0c;Intel\u7684GPU\u4ea7\u54c1\u7ebf\u8986\u76d6\u4e86\u4ece\u5165\u95e8\u7ea7\u5230\u9ad8\u7aef\u7684\u4e0d\u540c\u89c4\u683c&#xff0c;\u80fd\u591f\u6ee1\u8db3\u4e0d\u540c\u89c4\u6a21\u6df1\u5ea6\u5b66\u4e60\u5e94\u7528\u7684\u9700\u6c42\u3002<\/p>\n<p> 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\u6b64\u5916&#xff0c;Intel\u7684GPU\u5728\u529f\u8017\u63a7\u5236\u65b9\u9762\u4e5f\u8868\u73b0\u51fa\u8272\u3002\u4e0e\u82f1\u4f1f\u8fbe\u548cAMD\u7684GPU\u76f8\u6bd4&#xff0c;Intel\u7684GPU\u5728\u76f8\u540c\u6027\u80fd\u4e0b\u5177\u6709\u66f4\u4f4e\u7684\u529f\u8017&#xff0c;\u8fd9\u5bf9\u4e8e\u6570\u636e\u4e2d\u5fc3\u548c\u79fb\u52a8\u8bbe\u5907\u7b49\u5bf9\u80fd\u8017\u6709\u8f83\u9ad8\u8981\u6c42\u7684\u573a\u666f\u6765\u8bf4\u5177\u6709\u91cd\u8981\u610f\u4e49\u3002<\/p>\n<p> 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GPU\u7684\u6838\u5fc3\u6570\u91cf\u548c\u9891\u7387&#xff1a;\u6838\u5fc3\u6570\u91cf\u548c\u9891\u7387\u76f4\u63a5\u5f71\u54cdGPU\u7684\u5e76\u884c\u8ba1\u7b97\u80fd\u529b&#xff0c;\u5e94\u6839\u636e\u6df1\u5ea6\u5b66\u4e60\u6846\u67b6\u7684\u8981\u6c42\u9009\u62e9\u5408\u9002\u7684GPU\u3002<\/p>\n<p> 2. \u663e\u5b58\u5bb9\u91cf<\/p>\n<p> 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\u9996\u5148&#xff0c;\u663e\u5b58\u5bb9\u91cf\u7684\u5927\u5c0f\u76f4\u63a5\u5f71\u54cd\u7740GPU\u80fd\u591f\u5904\u7406\u7684\u6570\u636e\u91cf\u3002\u5728\u6df1\u5ea6\u5b66\u4e60\u4e2d&#xff0c;\u5c24\u5176\u662f\u5904\u7406\u5927\u89c4\u6a21\u6570\u636e\u96c6\u65f6&#xff0c;\u663e\u5b58\u5bb9\u91cf\u6210\u4e3a\u9650\u5236\u6a21\u578b\u6269\u5c55\u6027\u7684\u5173\u952e\u56e0\u7d20\u3002\u4f8b\u5982&#xff0c;\u5bf9\u4e8e\u56fe\u50cf\u8bc6\u522b\u4efb\u52a1&#xff0c;\u4e00\u5f20\u9ad8\u6e05\u56fe\u7247\u5c31\u53ef\u80fd\u9700\u8981\u8d85\u8fc74GB\u7684\u663e\u5b58\u5bb9\u91cf&#xff0c;\u800c\u89c6\u9891\u5904\u7406\u7b49\u5e94\u7528\u5219\u9700\u8981\u66f4\u5927\u7684\u663e\u5b58\u6765\u5b58\u50a8\u8fde\u7eed\u5e27\u6570\u636e\u3002<\/p>\n<p> \u5176\u6b21&#xff0c;\u663e\u5b58\u5bb9\u91cf\u4e5f\u4e0eGPU\u7684\u529f\u8017\u548c\u6e29\u5ea6\u6709\u5173\u3002\u663e\u5b58\u5bb9\u91cf\u8d8a\u5927&#xff0c;GPU\u7684\u529f\u8017\u548c\u53d1\u70ed\u91cf\u901a\u5e38\u4e5f\u8d8a\u9ad8\u3002\u56e0\u6b64&#xff0c;\u5728\u9009\u62e9\u663e\u5b58\u5bb9\u91cf\u65f6&#xff0c;\u9700\u8981\u7efc\u5408\u8003\u8651\u5b9e\u9645\u5e94\u7528\u9700\u6c42\u3001\u670d\u52a1\u5668\u6563\u70ed\u80fd\u529b\u548c\u7535\u6e90\u8d1f\u8f7d\u3002<\/p>\n<p> \u518d\u8005&#xff0c;\u4e0d\u540c\u7c7b\u578b\u7684\u663e\u5b58\u5bf9\u6027\u80fd\u7684\u5f71\u54cd\u4e5f\u4e0d\u5c3d\u76f8\u540c\u3002\u76ee\u524d\u5e02\u573a\u4e0a\u5e38\u89c1\u7684\u663e\u5b58\u7c7b\u578b\u5305\u62ecGDDR5\u3001GDDR5X\u548cHBM\u7b49\u3002GDDR5\u662f\u8f83\u4e3a\u5e38\u89c1\u7684\u663e\u5b58\u7c7b\u578b&#xff0c;\u5177\u6709\u8f83\u4f4e\u7684\u529f\u8017\u548c\u6210\u672c&#xff1b;\u800cGDDR5X\u548cHBM\u5219\u5177\u6709\u66f4\u9ad8\u7684\u5e26\u5bbd\u548c\u6027\u80fd&#xff0c;\u4f46\u76f8\u5e94\u7684\u6210\u672c\u4e5f\u66f4\u9ad8\u3002\u56e0\u6b64&#xff0c;\u5728\u9009\u62e9\u663e\u5b58\u5bb9\u91cf\u65f6&#xff0c;\u8fd8\u9700\u8003\u8651\u663e\u5b58\u7c7b\u578b\u4e0e\u6027\u80fd\u7684\u5e73\u8861\u3002<\/p>\n<p> \u6b64\u5916&#xff0c;\u663e\u5b58\u5bb9\u91cf\u8fd8\u53d7\u5230GPU\u67b6\u6784\u548c\u8bbe\u8ba1\u7684\u5f71\u54cd\u3002\u4f8b\u5982&#xff0c;NVIDIA\u7684CUDA\u67b6\u6784\u548cAMD\u7684Vulkan\u67b6\u6784\u90fd\u5bf9\u663e\u5b58\u5bb9\u91cf\u6709\u7740\u4e0d\u540c\u7684\u8981\u6c42\u3002\u5728\u9009\u8d2dGPU\u65f6&#xff0c;\u4e86\u89e3\u5176\u67b6\u6784\u548c\u8bbe\u8ba1\u7279\u70b9&#xff0c;\u6709\u52a9\u4e8e\u66f4\u597d\u5730\u5339\u914d\u663e\u5b58\u5bb9\u91cf\u4e0e\u5b9e\u9645\u9700\u6c42\u3002<\/p>\n<p> \u6700\u540e&#xff0c;\u9700\u8981\u6ce8\u610f\u7684\u662f&#xff0c;\u968f\u7740\u6df1\u5ea6\u5b66\u4e60\u7b97\u6cd5\u548c\u6846\u67b6\u7684\u4e0d\u65ad\u4f18\u5316&#xff0c;\u663e\u5b58\u5bb9\u91cf\u5bf9\u6027\u80fd\u7684\u5f71\u54cd\u4e5f\u5728\u9010\u6e10\u51cf\u5f31\u3002\u4e00\u4e9b\u9ad8\u6548\u7684\u7b97\u6cd5\u548c\u6846\u67b6\u80fd\u591f\u5728\u8f83\u5c0f\u7684\u663e\u5b58\u5bb9\u91cf\u4e0b\u5b9e\u73b0\u66f4\u597d\u7684\u6027\u80fd\u3002\u56e0\u6b64&#xff0c;\u5728\u9009\u62e9\u663e\u5b58\u5bb9\u91cf\u65f6&#xff0c;\u8fd8\u5e94\u5173\u6ce8\u7b97\u6cd5\u548c\u6846\u67b6\u7684\u53d1\u5c55\u8d8b\u52bf\u3002<\/p>\n<p> \u603b\u4e4b&#xff0c;\u4e86\u89e3GPU\u5e02\u573a\u7684\u663e\u5b58\u5bb9\u91cf\u60c5\u51b5\u5bf9\u4e8e\u9009\u62e9\u5408\u9002\u7684\u6df1\u5ea6\u5b66\u4e60\u670d\u52a1\u5668GPU\u81f3\u5173\u91cd\u8981\u3002\u5728\u9009\u8d2d\u8fc7\u7a0b\u4e2d&#xff0c;\u8981\u7efc\u5408\u8003\u8651\u5b9e\u9645\u5e94\u7528\u9700\u6c42\u3001\u529f\u8017\u6563\u70ed\u3001\u663e\u5b58\u7c7b\u578b\u3001GPU\u67b6\u6784\u548c\u7b97\u6cd5\u6846\u67b6\u7b49\u56e0\u7d20&#xff0c;\u4ee5\u5b9e\u73b0\u6027\u80fd\u4e0e\u6210\u672c\u7684\u5e73\u8861\u3002<\/p>\n<p> 3. \u652f\u6301\u7684\u6df1\u5ea6\u5b66\u4e60\u6846\u67b6&#xff1a;\u786e\u4fdd\u6240\u9009GPU\u652f\u6301\u5e38\u7528\u7684\u6df1\u5ea6\u5b66\u4e60\u6846\u67b6&#xff0c;\u5982TensorFlow\u3001PyTorch\u7b49\u3002<\/p>\n<p> 4. \u786c\u4ef6\u517c\u5bb9\u6027&#xff1a;\u5728\u8d2d\u4e70GPU\u4e4b\u524d&#xff0c;\u8981\u786e\u4fdd\u5176\u4e0e\u670d\u52a1\u5668\u786c\u4ef6\u517c\u5bb9&#xff0c;\u5305\u62ec\u4e3b\u677f\u3001\u7535\u6e90\u7b49\u3002<\/p>\n<p> \u603b\u4e4b&#xff0c;Intel\u5728GPU\u5e02\u573a\u7684\u8868\u73b0\u9010\u6e10\u589e\u5f3a&#xff0c;\u5176\u4ea7\u54c1\u5728\u6df1\u5ea6\u5b66\u4e60\u9886\u57df\u5177\u6709\u4e00\u5b9a\u7684\u4f18\u52bf\u3002\u5728\u9009\u8d2dIntel GPU\u65f6&#xff0c;\u7528\u6237\u5e94\u6839\u636e\u81ea\u8eab\u9700\u6c42\u548c\u9884\u7b97&#xff0c;\u7efc\u5408\u8003\u8651\u5404\u65b9\u9762\u56e0\u7d20&#xff0c;\u4ee5\u9009\u62e9\u6700\u9002\u5408\u81ea\u5df1\u7684\u4ea7\u54c1\u3002<\/p>\n<p> \u4e86\u89e3\u8fd9\u4e9b\u4e3b\u6d41GPU\u54c1\u724c\u7684\u7279\u70b9\u548c\u6027\u80fd&#xff0c;\u5bf9\u4e8e\u9009\u62e9\u9002\u5408\u6df1\u5ea6\u5b66\u4e60\u9879\u76ee\u7684\u670d\u52a1\u5668GPU\u81f3\u5173\u91cd\u8981\u3002\u6bcf\u4e2a\u54c1\u724c\u90fd\u6709\u5176\u72ec\u7279\u7684\u4f18\u52bf&#xff0c;\u56e0\u6b64\u5728\u9009\u62e9\u65f6\u9700\u8981\u8003\u8651\u9879\u76ee\u9700\u6c42\u3001\u9884\u7b97\u4ee5\u53ca\u672a\u6765\u6269\u5c55\u7684\u53ef\u80fd\u6027\u3002\u901a\u8fc7\u5bf9\u6bd4\u4e0d\u540c\u54c1\u724c\u548c\u578b\u53f7\u7684GPU&#xff0c;\u53ef\u4ee5\u66f4\u597d\u5730\u8bc4\u4f30\u5b83\u4eec\u5728\u6df1\u5ea6\u5b66\u4e60\u4efb\u52a1\u4e2d\u7684\u8868\u73b0&#xff0c;\u4ece\u800c\u505a\u51fa\u660e\u667a\u7684\u51b3\u7b56\u3002<\/p>\n<h3> NVIDIA<\/h3>\n<h3> AMD<\/h3>\n<h3> Intel<\/h3>\n<h3> 2.2 GPU\u4ea7\u54c1\u7ebf\u53ca\u89c4\u683c<\/h3>\n<p> \u5728\u6df1\u5165\u4e86\u89e3\u5982\u4f55\u9009\u62e9\u6df1\u5ea6\u5b66\u4e60\u670d\u52a1\u5668\u7684GPU\u4e4b\u524d&#xff0c;\u9996\u5148\u9700\u8981\u638c\u63e1\u5f53\u524dGPU\u5e02\u573a\u7684\u52a8\u6001\u548c\u4e3b\u8981\u4ea7\u54c1\u7ebf\u3002\u4ee5\u4e0b\u662f\u4e00\u4e9b\u5173\u952e\u70b9&#xff1a;<\/p>\n<p> \u9996\u5148&#xff0c;\u5e02\u573a\u4e0a\u4e3b\u8981\u7684GPU\u5236\u9020\u5546\u5305\u62ecNVIDIA\u3001AMD\u548cIntel\u3002\u5176\u4e2d&#xff0c;NVIDIA\u5728\u6df1\u5ea6\u5b66\u4e60\u9886\u57df\u5360\u636e\u4e3b\u5bfc\u5730\u4f4d&#xff0c;\u5176GPU\u4ea7\u54c1\u5e7f\u6cdb\u5e94\u7528\u4e8e\u5404\u79cd\u6df1\u5ea6\u5b66\u4e60\u4efb\u52a1\u3002AMD\u548cIntel\u867d\u7136\u5e02\u573a\u4efd\u989d\u8f83\u5c0f&#xff0c;\u4f46\u4e5f\u5728\u79ef\u6781\u7814\u53d1\u548c\u63a8\u51fa\u9002\u5408\u6df1\u5ea6\u5b66\u4e60\u7684GPU\u4ea7\u54c1\u3002<\/p>\n<p> NVIDIA\u7684GPU\u4ea7\u54c1\u7ebf\u5305\u62ecTitan\u3001GeForce\u3001Quadro\u548cTesla\u7cfb\u5217\u3002\u5176\u4e2d&#xff0c;Tesla\u7cfb\u5217\u662f\u4e13\u4e3a\u9ad8\u6027\u80fd\u8ba1\u7b97\u548c\u6df1\u5ea6\u5b66\u4e60\u8bbe\u8ba1\u7684&#xff0c;\u5177\u6709\u5f3a\u5927\u7684\u5e76\u884c\u8ba1\u7b97\u80fd\u529b\u3002Tesla\u7cfb\u5217\u4e2d\u7684P100\u3001V100\u548cA100\u7b49\u578b\u53f7&#xff0c;\u662f\u76ee\u524d\u5e02\u573a\u4e0a\u6027\u80fd\u6700\u5f3a\u5927\u7684GPU\u4e4b\u4e00\u3002P100\u9002\u5408\u5165\u95e8\u7ea7\u6df1\u5ea6\u5b66\u4e60\u5e94\u7528&#xff0c;\u800cV100\u548cA100\u5219\u66f4\u9002\u5408\u5927\u578b\u548c\u590d\u6742\u7684\u6df1\u5ea6\u5b66\u4e60\u4efb\u52a1\u3002<\/p>\n<p> AMD\u7684GPU\u4ea7\u54c1\u7ebf\u5305\u62ecRadeon RX\u3001Radeon Pro\u548cRadeon Instinct\u7cfb\u5217\u3002Radeon RX\u7cfb\u5217\u9488\u5bf9\u6e38\u620f\u548c\u56fe\u5f62\u5904\u7406&#xff0c;Radeon Pro\u7cfb\u5217\u5219\u9488\u5bf9\u4e13\u4e1a\u56fe\u5f62\u8bbe\u8ba1\u548c\u89c6\u9891\u7f16\u8f91&#xff0c;\u800cRadeon Instinct\u7cfb\u5217\u5219\u4e13\u6ce8\u4e8e\u9ad8\u6027\u80fd\u8ba1\u7b97\u548c\u6df1\u5ea6\u5b66\u4e60\u3002Radeon Instinct MI25\u548cMI60\u7b49\u578b\u53f7&#xff0c;\u662fAMD\u5728\u6df1\u5ea6\u5b66\u4e60\u9886\u57df\u7684\u4ee3\u8868\u4ea7\u54c1\u3002<\/p>\n<p> Intel\u7684GPU\u4ea7\u54c1\u7ebf\u76f8\u5bf9\u8f83\u5c11&#xff0c;\u4e3b\u8981\u96c6\u4e2d\u5728Xeon Phi\u7cfb\u5217\u4e0a\u3002Xeon Phi\u662f\u4e00\u6b3e\u4f17\u6838\u5904\u7406\u5668&#xff0c;\u867d\u7136\u4e0d\u662f\u4f20\u7edf\u610f\u4e49\u4e0a\u7684GPU&#xff0c;\u4f46\u5728\u67d0\u4e9b\u6df1\u5ea6\u5b66\u4e60\u4efb\u52a1\u4e2d\u4e5f\u80fd\u53d1\u6325\u4e00\u5b9a\u4f5c\u7528\u3002<\/p>\n<p> \u5728\u9009\u62e9GPU\u65f6&#xff0c;\u9700\u8981\u5173\u6ce8\u4ee5\u4e0b\u89c4\u683c\u53c2\u6570&#xff1a;<\/p>\n<p> 1. CUDA\u6838\u5fc3\u6570&#xff1a;CUDA\u6838\u5fc3\u6570\u8d8a\u591a&#xff0c;\u5e76\u884c\u8ba1\u7b97\u80fd\u529b\u8d8a\u5f3a&#xff0c;\u9002\u5408\u5904\u7406\u590d\u6742\u7684\u6df1\u5ea6\u5b66\u4e60\u6a21\u578b\u3002<\/p>\n<p> 2. \u663e\u5b58\u5bb9\u91cf\u548c\u7c7b\u578b&#xff1a;\u663e\u5b58\u5bb9\u91cf\u548c\u7c7b\u578b\u4f1a\u5f71\u54cdGPU\u5904\u7406\u5927\u6570\u636e\u96c6\u7684\u80fd\u529b\u3002\u76ee\u524d&#xff0c;GDDR5\u548cGDDR6\u662f\u8f83\u4e3a\u5e38\u89c1\u7684\u663e\u5b58\u7c7b\u578b\u3002<\/p>\n<p> 3. TDP&#xff08;\u70ed\u8bbe\u8ba1\u529f\u8017&#xff09;&#xff1a;TDP\u51b3\u5b9a\u4e86GPU\u7684\u529f\u8017\u548c\u6563\u70ed\u9700\u6c42\u3002\u5728\u9009\u62e9\u670d\u52a1\u5668\u65f6&#xff0c;\u9700\u8981\u786e\u4fdd\u5176\u6563\u70ed\u7cfb\u7edf\u80fd\u591f\u6ee1\u8db3GPU\u7684TDP\u8981\u6c42\u3002<\/p>\n<p> 4. \u652f\u6301\u7684\u6df1\u5ea6\u5b66\u4e60\u6846\u67b6&#xff1a;\u4e0d\u540cGPU\u53ef\u80fd\u652f\u6301\u4e0d\u540c\u7684\u6df1\u5ea6\u5b66\u4e60\u6846\u67b6\u3002\u5728\u9009\u62e9GPU\u65f6&#xff0c;\u9700\u8981\u786e\u4fdd\u5176\u652f\u6301\u60a8\u6240\u4f7f\u7528\u7684\u6846\u67b6\u3002<\/p>\n<p> \u603b\u4e4b&#xff0c;\u4e86\u89e3GPU\u5e02\u573a\u7684\u4e3b\u8981\u4ea7\u54c1\u7ebf\u548c\u89c4\u683c\u53c2\u6570&#xff0c;\u6709\u52a9\u4e8e\u60a8\u5728\u8d2d\u4e70\u6df1\u5ea6\u5b66\u4e60\u670d\u52a1\u5668GPU\u65f6\u505a\u51fa\u660e\u667a\u7684\u9009\u62e9\u3002<\/p>\n<h3> \u9ad8\u7aefGPU<\/h3>\n<p> \u5728\u6df1\u5165\u4e86\u89e3\u5982\u4f55\u9009\u62e9\u6df1\u5ea6\u5b66\u4e60\u670d\u52a1\u5668\u7684GPU\u4e4b\u524d&#xff0c;\u9996\u5148\u9700\u8981\u5168\u9762\u4e86\u89e3GPU\u5e02\u573a\u7684\u73b0\u72b6\u3002\u9ad8\u7aefGPU\u4f5c\u4e3a\u5e02\u573a\u4e2d\u7684\u4f7c\u4f7c\u8005&#xff0c;\u5177\u5907\u5f3a\u5927\u7684\u8ba1\u7b97\u80fd\u529b\u548c\u9ad8\u6548\u7684\u5e76\u884c\u5904\u7406\u80fd\u529b&#xff0c;\u662f\u6df1\u5ea6\u5b66\u4e60\u9886\u57df\u4e0d\u53ef\u6216\u7f3a\u7684\u6838\u5fc3\u7ec4\u4ef6\u3002\u4ee5\u4e0b\u662f\u5173\u4e8e\u9ad8\u7aefGPU\u5e02\u573a\u7684\u51e0\u4e2a\u5173\u952e\u70b9&#xff1a;<\/p>\n<p> \u9996\u5148&#xff0c;\u9ad8\u7aefGPU\u901a\u5e38\u91c7\u7528\u5b9a\u5236\u7684\u82af\u7247\u8bbe\u8ba1&#xff0c;\u62e5\u6709\u66f4\u591a\u7684\u6838\u5fc3\u548c\u66f4\u9ad8\u7684\u65f6\u949f\u9891\u7387&#xff0c;\u8fd9\u4f7f\u5f97\u5b83\u4eec\u5728\u5904\u7406\u5927\u91cf\u6570\u636e\u65f6\u80fd\u591f\u63d0\u4f9b\u66f4\u9ad8\u7684\u6027\u80fd\u3002\u4f8b\u5982&#xff0c;NVIDIA\u7684Tesla\u7cfb\u5217\u548cQuadro\u7cfb\u5217GPU&#xff0c;\u4ee5\u53caAMD\u7684FirePro\u7cfb\u5217\u548cRadeon Pro\u7cfb\u5217&#xff0c;\u90fd\u662f\u5e02\u573a\u4e0a\u6027\u80fd\u5353\u8d8a\u7684\u9ad8\u7aefGPU\u3002<\/p>\n<p> \u5176\u6b21&#xff0c;\u9ad8\u7aefGPU\u5728\u5185\u5b58\u5bb9\u91cf\u548c\u5e26\u5bbd\u65b9\u9762\u4e5f\u6709\u663e\u8457\u4f18\u52bf\u3002\u6df1\u5ea6\u5b66\u4e60\u4efb\u52a1\u5f80\u5f80\u9700\u8981\u5904\u7406\u5927\u91cf\u7684\u6570\u636e&#xff0c;\u800c\u9ad8\u7aefGPU\u914d\u5907\u7684GDDR5\u6216GDDR6\u5185\u5b58\u4ee5\u53ca\u66f4\u9ad8\u7684\u5185\u5b58\u5e26\u5bbd&#xff0c;\u53ef\u4ee5\u786e\u4fdd\u6570\u636e\u4f20\u8f93\u7684\u6d41\u7545\u6027&#xff0c;\u4ece\u800c\u63d0\u9ad8\u6574\u4f53\u6027\u80fd\u3002<\/p>\n<p> 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\u663e\u5b58\u5bb9\u91cf&#xff1a;\u663e\u5b58\u5bb9\u91cf\u5bf9\u4e8e\u5904\u7406\u5927\u89c4\u6a21\u6570\u636e\u96c6\u548c\u590d\u6742\u6a21\u578b\u81f3\u5173\u91cd\u8981\u3002\u6839\u636e\u5177\u4f53\u4efb\u52a1\u9700\u6c42&#xff0c;\u9009\u62e9\u5408\u9002\u7684\u663e\u5b58\u5bb9\u91cf\u662f\u4fdd\u8bc1\u6df1\u5ea6\u5b66\u4e60\u4efb\u52a1\u987a\u5229\u8fdb\u884c\u7684\u5173\u952e\u3002<\/p>\n<p> 2. \u663e\u5b58\u7c7b\u578b&#xff1a;\u4e0d\u540c\u7c7b\u578b\u7684\u663e\u5b58&#xff08;\u5982GDDR6\u3001GDDR5\u7b49&#xff09;\u5728\u6027\u80fd\u548c\u529f\u8017\u65b9\u9762\u5b58\u5728\u5dee\u5f02\u3002\u7528\u6237\u5e94\u6839\u636e\u5b9e\u9645\u9700\u6c42\u9009\u62e9\u5408\u9002\u7684\u663e\u5b58\u7c7b\u578b\u3002<\/p>\n<p> 3. \u63a5\u53e3\u7c7b\u578b&#xff1a;\u4e2d\u7aefGPU\u7684\u63a5\u53e3\u7c7b\u578b&#xff08;\u5982PCIe 3.0\u3001PCIe 4.0\u7b49&#xff09;\u4e5f\u4f1a\u5f71\u54cd\u5176\u6027\u80fd\u3002\u5728\u9009\u8d2d\u65f6&#xff0c;\u6ce8\u610f\u63a5\u53e3\u7c7b\u578b\u4e0e\u670d\u52a1\u5668\u4e3b\u677f\u7684\u517c\u5bb9\u6027\u3002<\/p>\n<p> 4. \u9a71\u52a8\u7a0b\u5e8f\u548c\u8f6f\u4ef6\u652f\u6301&#xff1a;\u786e\u4fdd\u4e2d\u7aefGPU\u7684\u9a71\u52a8\u7a0b\u5e8f\u548c\u8f6f\u4ef6\u652f\u6301\u826f\u597d&#xff0c;\u80fd\u591f\u6ee1\u8db3\u6df1\u5ea6\u5b66\u4e60\u4efb\u52a1\u7684\u5404\u9879\u9700\u6c42\u3002<\/p>\n<p> 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\u9996\u5148&#xff0c;\u5165\u95e8\u7ea7GPU\u901a\u5e38\u5177\u6709\u8f83\u9ad8\u7684\u6027\u4ef7\u6bd4&#xff0c;\u9002\u5408\u521a\u5f00\u59cb\u63a5\u89e6\u6df1\u5ea6\u5b66\u4e60\u7684\u7528\u6237\u6216\u9884\u7b97\u6709\u9650\u7684\u4f01\u4e1a\u3002\u8fd9\u7c7bGPU\u5728\u8ba1\u7b97\u80fd\u529b\u548c\u529f\u8017\u4e4b\u95f4\u53d6\u5f97\u4e86\u5e73\u8861&#xff0c;\u80fd\u591f\u6ee1\u8db3\u57fa\u7840\u7684\u6df1\u5ea6\u5b66\u4e60\u4efb\u52a1&#xff0c;\u5982\u56fe\u50cf\u8bc6\u522b\u3001\u8bed\u97f3\u8bc6\u522b\u7b49\u3002<\/p>\n<p> \u5176\u6b21&#xff0c;\u5165\u95e8\u7ea7GPU\u5728\u6838\u5fc3\u6570\u91cf\u548c\u663e\u5b58\u5927\u5c0f\u4e0a\u76f8\u5bf9\u6709\u9650&#xff0c;\u4f46\u5df2\u7ecf\u80fd\u591f\u6ee1\u8db3\u5927\u591a\u6570\u5165\u95e8\u7528\u6237\u7684\u8ba1\u7b97\u9700\u6c42\u3002\u4f8b\u5982&#xff0c;\u4e00\u4e9b\u5165\u95e8\u7ea7GPU\u7684\u6838\u5fc3\u6570\u91cf\u5728\u51e0\u767e\u5230\u51e0\u5343\u4e2a\u4e4b\u95f4&#xff0c;\u663e\u5b58\u5bb9\u91cf\u4ece\u51e0GB\u5230\u51e0\u5341GB\u4e0d\u7b49\u3002<\/p>\n<p> \u6b64\u5916&#xff0c;\u5165\u95e8\u7ea7GPU\u7684\u63a5\u53e3\u7c7b\u578b\u4e5f\u662f\u9009\u62e9\u65f6\u9700\u8981\u8003\u8651\u7684\u56e0\u7d20\u3002\u76ee\u524d\u5e02\u573a\u4e0a\u5e38\u89c1\u7684\u63a5\u53e3\u7c7b\u578b\u6709PCIe 3.0\u548cPCIe 4.0\u3002PCIe 4.0\u76f8\u8f83\u4e8ePCIe 3.0&#xff0c;\u5177\u6709\u66f4\u9ad8\u7684\u6570\u636e\u4f20\u8f93\u901f\u5ea6&#xff0c;\u4f46\u4ef7\u683c\u4e5f\u76f8\u5bf9\u66f4\u9ad8\u3002\u7528\u6237\u53ef\u4ee5\u6839\u636e\u81ea\u5df1\u7684\u9700\u6c42\u548c\u9884\u7b97\u8fdb\u884c\u9009\u62e9\u3002<\/p>\n<p> \u518d\u8005&#xff0c;\u5165\u95e8\u7ea7GPU\u7684\u5e02\u573a\u7ade\u4e89\u6fc0\u70c8&#xff0c;\u5404\u5927\u5382\u5546\u7eb7\u7eb7\u63a8\u51fa\u5177\u6709\u7ade\u4e89\u529b\u7684\u4ea7\u54c1\u3002\u4f8b\u5982&#xff0c;NVIDIA\u3001AMD\u7b49\u5382\u5546\u90fd\u63a8\u51fa\u4e86\u591a\u6b3e\u5165\u95e8\u7ea7GPU&#xff0c;\u5982NVIDIA\u7684Tesla\u7cfb\u5217\u548cQuadro\u7cfb\u5217&#xff0c;AMD\u7684Radeon Pro\u7cfb\u5217\u7b49\u3002<\/p>\n<p> \u6700\u540e&#xff0c;\u5165\u95e8\u7ea7GPU\u7684\u5e02\u573a\u66f4\u65b0\u6362\u4ee3\u901f\u5ea6\u8f83\u5feb&#xff0c;\u7528\u6237\u5728\u8d2d\u4e70\u65f6\u9700\u8981\u5173\u6ce8\u6700\u65b0\u4ea7\u54c1\u7684\u6027\u80fd\u548c\u4ef7\u683c\u3002\u540c\u65f6&#xff0c;\u8003\u8651\u5230\u672a\u6765\u6df1\u5ea6\u5b66\u4e60\u4efb\u52a1\u7684\u62d3\u5c55&#xff0c;\u7528\u6237\u5728\u9009\u62e9\u5165\u95e8\u7ea7GPU\u65f6\u4e5f\u8981\u8003\u8651\u5176\u53ef\u6269\u5c55\u6027\u548c\u5347\u7ea7\u6f5c\u529b\u3002<\/p>\n<p> \u603b\u4e4b&#xff0c;\u5165\u95e8\u7ea7GPU\u5e02\u573a\u4e3a\u5e7f\u5927\u7528\u6237\u63d0\u4f9b\u4e86\u4e30\u5bcc\u7684\u9009\u62e9\u3002\u5728\u4e86\u89e3\u5e02\u573a\u60c5\u51b5\u7684\u57fa\u7840\u4e0a&#xff0c;\u7528\u6237\u53ef\u4ee5\u6839\u636e\u81ea\u5df1\u7684\u9700\u6c42\u3001\u9884\u7b97\u4ee5\u53ca\u5e02\u573a\u8d8b\u52bf&#xff0c;\u9009\u62e9\u6700\u9002\u5408\u81ea\u5df1\u7684\u6df1\u5ea6\u5b66\u4e60\u670d\u52a1\u5668GPU\u3002<\/p>\n<h3> 2.3 GPU\u6027\u80fd\u5bf9\u6bd4<\/h3>\n<p> \u5728\u6df1\u5165\u4e86\u89e3GPU\u5e02\u573a\u4e4b\u524d&#xff0c;\u9996\u5148\u9700\u8981\u660e\u786e\u7684\u662f&#xff0c;GPU\u5e02\u573a\u7684\u7ade\u4e89\u6fc0\u70c8&#xff0c;\u5404\u5927\u5382\u5546\u4e0d\u65ad\u63a8\u51fa\u65b0\u54c1&#xff0c;\u6027\u80fd\u4e5f\u5728\u4e0d\u65ad\u63d0\u5347\u3002\u4e3a\u4e86\u66f4\u597d\u5730\u9009\u62e9\u9002\u5408\u6df1\u5ea6\u5b66\u4e60\u670d\u52a1\u7684GPU&#xff0c;\u4ee5\u4e0b\u662f\u51e0\u79cd\u4e3b\u6d41GPU\u7684\u6027\u80fd\u5bf9\u6bd4\u5206\u6790&#xff1a;<\/p>\n<p> \u9996\u5148&#xff0c;\u6211\u4eec\u6765\u6bd4\u8f83NVIDIA\u548cAMD\u8fd9\u4e24\u5927GPU\u5de8\u5934\u7684\u4ea7\u54c1\u3002NVIDIA\u7684GPU\u5728\u6df1\u5ea6\u5b66\u4e60\u9886\u57df\u6709\u7740\u5e7f\u6cdb\u7684\u5e94\u7528&#xff0c;\u5176GeForce RTX\u7cfb\u5217\u663e\u5361\u5728\u6027\u80fd\u4e0a\u8868\u73b0\u51fa\u8272&#xff0c;\u5c24\u5176\u662f\u5728\u5149\u7ebf\u8ffd\u8e2a\u548cAI\u52a0\u901f\u65b9\u9762\u3002\u800cAMD\u7684GPU\u5219\u5728\u6027\u4ef7\u6bd4\u65b9\u9762\u66f4\u5177\u4f18\u52bf&#xff0c;\u5c24\u5176\u662f\u5728\u8ba1\u7b97\u5bc6\u96c6\u578b\u4efb\u52a1\u4e2d&#xff0c;\u5176Radeon RX\u7cfb\u5217\u663e\u5361\u5728\u4ef7\u683c\u548c\u6027\u80fd\u4e0a\u90fd\u6709\u5f88\u597d\u7684\u8868\u73b0\u3002<\/p>\n<p> \u5176\u6b21&#xff0c;\u9488\u5bf9\u4e0d\u540c\u7684\u6df1\u5ea6\u5b66\u4e60\u4efb\u52a1&#xff0c;\u4e0d\u540c\u7684GPU\u6709\u7740\u4e0d\u540c\u7684\u6027\u80fd\u8868\u73b0\u3002\u4f8b\u5982&#xff0c;\u5bf9\u4e8e\u5927\u89c4\u6a21\u5e76\u884c\u8ba1\u7b97\u4efb\u52a1&#xff0c;NVIDIA\u7684Tesla\u7cfb\u5217\u663e\u5361\u5728\u6d6e\u70b9\u8fd0\u7b97\u6027\u80fd\u4e0a\u5177\u6709\u663e\u8457\u4f18\u52bf&#xff1b;\u800c\u5bf9\u4e8e\u56fe\u50cf\u5904\u7406\u548c\u89c6\u9891\u7f16\u89e3\u7801\u4efb\u52a1&#xff0c;AMD\u7684Radeon Pro\u7cfb\u5217\u663e\u5361\u5219\u66f4\u4e3a\u51fa\u8272\u3002<\/p>\n<p> \u6b64\u5916&#xff0c;GPU\u7684\u663e\u5b58\u5bb9\u91cf\u4e5f\u662f\u4e00\u4e2a\u91cd\u8981\u7684\u6027\u80fd\u6307\u6807\u3002\u5728\u6df1\u5ea6\u5b66\u4e60\u4efb\u52a1\u4e2d&#xff0c;\u8f83\u5927\u7684\u663e\u5b58\u5bb9\u91cf\u53ef\u4ee5\u5bb9\u7eb3\u66f4\u591a\u7684\u6570\u636e&#xff0c;\u4ece\u800c\u63d0\u9ad8\u8ba1\u7b97\u6548\u7387\u3002\u76ee\u524d&#xff0c;NVIDIA\u7684GeForce RTX 30\u7cfb\u5217\u663e\u5361\u7684\u663e\u5b58\u5bb9\u91cf\u5df2\u7ecf\u8fbe\u5230\u4e8624GB&#xff0c;\u800cAMD\u7684Radeon RX 6000\u7cfb\u5217\u663e\u5361\u7684\u663e\u5b58\u5bb9\u91cf\u4e5f\u8fbe\u5230\u4e8616GB\u3002<\/p>\n<p> 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\u7efc\u4e0a\u6240\u8ff0&#xff0c;\u4e86\u89e3GPU\u5e02\u573a\u7684\u6027\u80fd\u5bf9\u6bd4&#xff0c;\u53ef\u4ee5\u5e2e\u52a9\u6211\u4eec\u66f4\u597d\u5730\u9009\u62e9\u9002\u5408\u6df1\u5ea6\u5b66\u4e60\u670d\u52a1\u7684GPU\u3002\u5728\u9009\u8d2d\u65f6&#xff0c;\u8981\u7efc\u5408\u8003\u8651GPU\u7684\u6027\u80fd\u3001\u663e\u5b58\u5bb9\u91cf\u3001\u529f\u8017\u3001\u6563\u70ed\u4ee5\u53ca\u9a71\u52a8\u548c\u751f\u6001\u7cfb\u7edf\u7b49\u56e0\u7d20&#xff0c;\u4ee5\u786e\u4fdd\u5728\u6df1\u5ea6\u5b66\u4e60\u4efb\u52a1\u4e2d\u53d1\u6325\u51fa\u6700\u4f73\u6027\u80fd\u3002<\/p>\n<h3> \u5355\u7cbe\u5ea6\u6d6e\u70b9\u8fd0\u7b97\u80fd\u529b<\/h3>\n<p> 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\u9996\u5148&#xff0c;\u6211\u4eec\u9700\u8981\u5173\u6ce8GPU\u7684\u5355\u7cbe\u5ea6\u6d6e\u70b9\u8fd0\u7b97\u80fd\u529b\u3002\u8fd9\u4e00\u6307\u6807\u901a\u5e38\u4ee5TFLOPS&#xff08;\u6bcf\u79d2\u4e07\u4ebf\u6b21\u6d6e\u70b9\u8fd0\u7b97&#xff09;\u6765\u8861\u91cf\u3002\u4e0d\u540c\u7684GPU\u5728\u5355\u7cbe\u5ea6\u6d6e\u70b9\u8fd0\u7b97\u4e0a\u7684\u8868\u73b0\u5dee\u5f02\u8f83\u5927&#xff0c;\u4f8b\u5982&#xff0c;\u4e00\u4e9b\u9ad8\u7aefGPU\u53ef\u4ee5\u8fbe\u5230\u6570\u5341\u751a\u81f3\u4e0a\u767eTFLOPS&#xff0c;\u800c\u5165\u95e8\u7ea7GPU\u53ef\u80fd\u53ea\u6709\u51e0TFLOPS\u3002\u5728\u9009\u62e9GPU\u65f6&#xff0c;\u5e94\u6839\u636e\u81ea\u5df1\u7684\u9700\u6c42\u6765\u51b3\u5b9a\u6240\u9700\u7684\u5355\u7cbe\u5ea6\u6d6e\u70b9\u8fd0\u7b97\u80fd\u529b\u3002<\/p>\n<p> 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GPU\u6563\u70ed\u9700\u6c42<\/h3>\n<p> \u5728\u9009\u62e9\u6df1\u5ea6\u5b66\u4e60\u670d\u52a1\u5668\u65f6&#xff0c;GPU\u6563\u70ed\u9700\u6c42\u662f\u4e00\u4e2a\u4e0d\u5bb9\u5ffd\u89c6\u7684\u5173\u952e\u56e0\u7d20\u3002\u9ad8\u6027\u80fd\u7684GPU\u5728\u5904\u7406\u590d\u6742\u7684\u6df1\u5ea6\u5b66\u4e60\u4efb\u52a1\u65f6\u4f1a\u4ea7\u751f\u5927\u91cf\u7684\u70ed\u91cf&#xff0c;\u5982\u679c\u6563\u70ed\u4e0d\u5f53&#xff0c;\u4e0d\u4ec5\u4f1a\u5f71\u54cdGPU\u7684\u7a33\u5b9a\u6027\u548c\u5bff\u547d&#xff0c;\u8fd8\u53ef\u80fd\u5bf9\u670d\u52a1\u5668\u6574\u4f53\u7684\u8fd0\u884c\u6548\u7387\u9020\u6210\u5f71\u54cd\u3002\u4ee5\u4e0b\u662f\u4e00\u4e9b\u5173\u4e8eGPU\u6563\u70ed\u9700\u6c42\u7684\u91cd\u8981\u8003\u8651\u56e0\u7d20&#xff1a;<\/p>\n<p> \u9996\u5148&#xff0c;\u9700\u8981\u8bc4\u4f30GPU\u7684\u529f\u8017\u548c\u53d1\u70ed\u91cf\u3002\u4e0d\u540c\u7684GPU\u578b\u53f7\u5728\u529f\u8017\u548c\u53d1\u70ed\u91cf\u4e0a\u5b58\u5728\u663e\u8457\u5dee\u5f02&#xff0c;\u4f8b\u5982\u9ad8\u7aef\u7684\u4e13\u4e1aGPU\u901a\u5e38\u529f\u8017\u66f4\u9ad8&#xff0c;\u53d1\u70ed\u4e5f\u66f4\u4e3a\u5267\u70c8\u3002\u56e0\u6b64&#xff0c;\u5728\u9009\u62e9\u670d\u52a1\u5668\u914d\u7f6e\u65f6&#xff0c;\u5e94\u786e\u4fdd\u670d\u52a1\u5668\u5177\u5907\u8db3\u591f\u7684\u6563\u70ed\u80fd\u529b&#xff0c;\u4ee5\u907f\u514d\u8fc7\u70ed\u5bfc\u81f4\u7684\u6027\u80fd\u4e0b\u964d\u6216\u786c\u4ef6\u6545\u969c\u3002<\/p>\n<p> \u5176\u6b21&#xff0c;\u6563\u70ed\u7cfb\u7edf\u7684\u8bbe\u8ba1\u81f3\u5173\u91cd\u8981\u3002\u670d\u52a1\u5668\u5185\u90e8\u5e94\u5177\u5907\u826f\u597d\u7684\u7a7a\u6c14\u6d41\u901a\u6027&#xff0c;\u4ee5\u4fc3\u8fdb\u70ed\u91cf\u6563\u53d1\u3002\u8fd9\u53ef\u4ee5\u901a\u8fc7\u5408\u7406\u5e03\u5c40\u670d\u52a1\u5668\u5185\u90e8\u786c\u4ef6&#xff0c;\u786e\u4fdd\u6563\u70ed\u98ce\u6247\u548c\u6563\u70ed\u7247\u7684\u6709\u6548\u914d\u5408\u6765\u5b9e\u73b0\u3002\u540c\u65f6&#xff0c;\u53ef\u4ee5\u8003\u8651\u91c7\u7528\u6db2\u51b7\u6563\u70ed\u7cfb\u7edf&#xff0c;\u8fd9\u79cd\u7cfb\u7edf\u80fd\u591f\u63d0\u4f9b\u66f4\u9ad8\u6548\u7684\u6563\u70ed\u6548\u679c&#xff0c;\u5c24\u5176\u662f\u5728\u9ad8\u5bc6\u5ea6\u90e8\u7f72\u7684\u60c5\u51b5\u4e0b\u3002<\/p>\n<p> \u6b64\u5916&#xff0c;\u670d\u52a1\u5668\u673a\u7bb1\u7684\u6750\u6599\u548c\u7ed3\u6784\u4e5f\u4f1a\u5f71\u54cd\u6563\u70ed\u6548\u679c\u3002\u4f18\u8d28\u7684\u673a\u7bb1\u6750\u6599&#xff0c;\u5982\u94dd\u5408\u91d1\u6216\u94a2\u5316\u73bb\u7483&#xff0c;\u4e0d\u4ec5\u80fd\u591f\u63d0\u4f9b\u826f\u597d\u7684\u7ed3\u6784\u7a33\u5b9a\u6027&#xff0c;\u8fd8\u80fd\u63d0\u9ad8\u6563\u70ed\u6548\u7387\u3002\u673a\u7bb1\u5185\u90e8\u7684\u7a7a\u95f4\u5e03\u5c40\u4e5f\u5e94\u5408\u7406&#xff0c;\u907f\u514d\u786c\u4ef6\u4e4b\u95f4\u76f8\u4e92\u906e\u6321&#xff0c;\u5f71\u54cd\u7a7a\u6c14\u6d41\u901a\u3002<\/p>\n<p> \u5728\u6563\u70ed\u89e3\u51b3\u65b9\u6848\u7684\u9009\u62e9\u4e0a&#xff0c;\u9664\u4e86\u4f20\u7edf\u7684\u7a7a\u6c14\u6563\u70ed&#xff0c;\u8fd8\u53ef\u4ee5\u8003\u8651\u4f7f\u7528\u6c34\u51b7\u6216\u76f8\u53d8\u51b7\u5374\u6280\u672f\u3002\u8fd9\u4e9b\u6280\u672f\u80fd\u591f\u63d0\u4f9b\u66f4\u4f4e\u7684\u6e29\u5ea6&#xff0c;\u4ece\u800c\u5ef6\u957fGPU\u7684\u4f7f\u7528\u5bff\u547d&#xff0c;\u5e76\u4fdd\u6301\u5176\u6700\u4f73\u6027\u80fd\u3002\u7136\u800c&#xff0c;\u8fd9\u4e9b\u89e3\u51b3\u65b9\u6848\u901a\u5e38\u6210\u672c\u66f4\u9ad8&#xff0c;\u9700\u8981\u989d\u5916\u7684\u7ef4\u62a4\u548c\u7ba1\u7406\u3002<\/p>\n<p> \u6700\u540e&#xff0c;\u76d1\u63a7\u548c\u8bca\u65ad\u5de5\u5177\u4e5f\u662f\u786e\u4fdd\u6563\u70ed\u6548\u679c\u7684\u5173\u952e\u3002\u901a\u8fc7\u5b9e\u65f6\u76d1\u63a7GPU\u7684\u6e29\u5ea6\u3001\u529f\u8017\u548c\u98ce\u6247\u8f6c\u901f\u7b49\u53c2\u6570&#xff0c;\u53ef\u4ee5\u53ca\u65f6\u53d1\u73b0\u6f5c\u5728\u7684\u70ed\u70b9\u95ee\u9898&#xff0c;\u5e76\u91c7\u53d6\u76f8\u5e94\u7684\u63aa\u65bd\u8fdb\u884c\u4f18\u5316\u3002<\/p>\n<p> \u603b\u4e4b&#xff0c;\u5728\u9009\u62e9\u6df1\u5ea6\u5b66\u4e60\u670d\u52a1\u5668\u7684GPU\u65f6&#xff0c;\u6563\u70ed\u9700\u6c42\u662f\u5fc5\u987b\u8003\u8651\u7684\u91cd\u8981\u65b9\u9762\u3002\u901a\u8fc7\u7efc\u5408\u8003\u8651GPU\u7684\u529f\u8017\u3001\u6563\u70ed\u7cfb\u7edf\u7684\u8bbe\u8ba1\u3001\u673a\u7bb1\u6750\u6599\u548c\u7ed3\u6784\u3001\u6563\u70ed\u89e3\u51b3\u65b9\u6848\u4ee5\u53ca\u76d1\u63a7\u5de5\u5177\u7b49\u56e0\u7d20&#xff0c;\u53ef\u4ee5\u786e\u4fdd\u670d\u52a1\u5668\u5728\u8fd0\u884c\u6df1\u5ea6\u5b66\u4e60\u4efb\u52a1\u65f6\u4fdd\u6301\u7a33\u5b9a\u548c\u9ad8\u6548\u3002<\/p>\n<h3> \u6574\u4f53\u6563\u70ed\u89e3\u51b3\u65b9\u6848<\/h3>\n<p> \u5728\u9009\u62e9\u6df1\u5ea6\u5b66\u4e60\u670d\u52a1\u5668\u65f6&#xff0c;GPU\u7684\u6563\u70ed\u89e3\u51b3\u65b9\u6848\u662f\u81f3\u5173\u91cd\u8981\u7684\u3002\u9996\u5148&#xff0c;\u6211\u4eec\u9700\u8981\u4e86\u89e3\u6574\u4f53\u6563\u70ed\u89e3\u51b3\u65b9\u6848\u7684\u8bbe\u8ba1\u7406\u5ff5\u3002\u6df1\u5ea6\u5b66\u4e60\u4efb\u52a1\u5bf9GPU\u7684\u6027\u80fd\u8981\u6c42\u6781\u9ad8&#xff0c;\u800c\u9ad8\u6027\u80fd\u5f80\u5f80\u4f34\u968f\u7740\u9ad8\u53d1\u70ed\u91cf\u3002\u56e0\u6b64&#xff0c;\u4e00\u4e2a\u6709\u6548\u7684\u6563\u70ed\u7cfb\u7edf\u4e0d\u4ec5\u80fd\u591f\u4fdd\u8bc1GPU\u5728\u957f\u65f6\u95f4\u8fd0\u884c\u4e2d\u7684\u7a33\u5b9a\u6027\u548c\u53ef\u9760\u6027&#xff0c;\u8fd8\u80fd\u5ef6\u957f\u5176\u4f7f\u7528\u5bff\u547d\u3002<\/p>\n<p> \u5728\u8003\u8651\u6574\u4f53\u6563\u70ed\u89e3\u51b3\u65b9\u6848\u65f6&#xff0c;\u4ee5\u4e0b\u51e0\u4e2a\u56e0\u7d20\u4e0d\u5bb9\u5ffd\u89c6&#xff1a;<\/p>\n<p> 1. **\u6563\u70ed\u5668\u8bbe\u8ba1**&#xff1a;\u6563\u70ed\u5668\u662f\u6563\u70ed\u7cfb\u7edf\u4e2d\u7684\u6838\u5fc3\u7ec4\u4ef6&#xff0c;\u5176\u8bbe\u8ba1\u76f4\u63a5\u5f71\u54cd\u6563\u70ed\u6548\u679c\u3002\u4f18\u8d28\u6563\u70ed\u5668\u901a\u5e38\u91c7\u7528\u9ad8\u6548\u7684\u70ed\u7ba1\u548c\u94dc\u5e95\u8bbe\u8ba1&#xff0c;\u80fd\u591f\u8fc5\u901f\u5c06GPU\u4ea7\u751f\u7684\u70ed\u91cf\u4f20\u5bfc\u81f3\u6563\u70ed\u7247&#xff0c;\u5e76\u901a\u8fc7\u98ce\u6247\u8fdb\u884c\u7a7a\u6c14\u5bf9\u6d41&#xff0c;\u6709\u6548\u964d\u4f4eGPU\u6e29\u5ea6\u3002<\/p>\n<p> 2. **\u98ce\u6247\u914d\u7f6e**&#xff1a;\u98ce\u6247\u662f\u6563\u70ed\u7cfb\u7edf\u4e2d\u7684\u91cd\u8981\u7ec4\u6210\u90e8\u5206&#xff0c;\u5176\u8f6c\u901f\u3001\u98ce\u91cf\u548c\u566a\u97f3\u6c34\u5e73\u90fd\u4f1a\u5f71\u54cd\u6563\u70ed\u6548\u679c\u3002\u5728\u9009\u62e9\u670d\u52a1\u5668\u65f6&#xff0c;\u5e94\u5173\u6ce8\u98ce\u6247\u7684\u8f6c\u901f\u8c03\u8282\u529f\u80fd&#xff0c;\u4ee5\u9002\u5e94\u4e0d\u540c\u8d1f\u8f7d\u4e0b\u7684\u6563\u70ed\u9700\u6c42\u3002\u6b64\u5916&#xff0c;\u98ce\u6247\u7684\u566a\u97f3\u6c34\u5e73\u4e5f\u662f\u8003\u91cf\u56e0\u7d20\u4e4b\u4e00&#xff0c;\u5c24\u5176\u662f\u5728\u9700\u8981\u5b89\u9759\u5de5\u4f5c\u73af\u5883\u7684\u573a\u5408\u3002<\/p>\n<p> 3. **\u6563\u70ed\u6750\u6599**&#xff1a;\u6563\u70ed\u6750\u6599\u7684\u9009\u62e9\u540c\u6837\u91cd\u8981\u3002\u4f18\u8d28\u7684\u6563\u70ed\u6750\u6599\u5982\u94dd\u3001\u94dc\u7b49\u5bfc\u70ed\u6027\u80fd\u597d&#xff0c;\u80fd\u591f\u63d0\u9ad8\u6563\u70ed\u6548\u7387\u3002\u540c\u65f6&#xff0c;\u6563\u70ed\u6750\u6599\u7684\u539a\u5ea6\u548c\u5bc6\u5ea6\u4e5f\u4f1a\u5f71\u54cd\u6563\u70ed\u6548\u679c\u3002<\/p>\n<p> 4. **\u6563\u70ed\u7a7a\u95f4**&#xff1a;\u670d\u52a1\u5668\u5185\u90e8\u6563\u70ed\u7a7a\u95f4\u7684\u8bbe\u8ba1\u5bf9\u6574\u4f53\u6563\u70ed\u6548\u679c\u6709\u7740\u76f4\u63a5\u5f71\u54cd\u3002\u5408\u7406\u7684\u6563\u70ed\u7a7a\u95f4\u8bbe\u8ba1\u5e94\u4fdd\u8bc1\u7a7a\u6c14\u6d41\u901a&#xff0c;\u907f\u514d\u70ed\u91cf\u79ef\u805a\u3002\u6b64\u5916&#xff0c;\u670d\u52a1\u5668\u5185\u90e8\u5e94\u914d\u5907\u8db3\u591f\u7684\u6563\u70ed\u5b54\u548c\u6563\u70ed\u69fd&#xff0c;\u4ee5\u4fbf\u70ed\u91cf\u987a\u5229\u6392\u51fa\u3002<\/p>\n<p> 5. **\u6563\u70ed\u6db2\u89e3\u51b3\u65b9\u6848**&#xff1a;\u5bf9\u4e8e\u9ad8\u6027\u80fdGPU&#xff0c;\u4f20\u7edf\u7684\u7a7a\u6c14\u6563\u70ed\u53ef\u80fd\u65e0\u6cd5\u6ee1\u8db3\u9700\u6c42\u3002\u6b64\u65f6&#xff0c;\u53ef\u4ee5\u8003\u8651\u91c7\u7528\u6c34\u51b7\u6216\u6db2\u51b7\u6563\u70ed\u89e3\u51b3\u65b9\u6848\u3002\u6563\u70ed\u6db2\u5177\u6709\u66f4\u9ad8\u7684\u70ed\u4f20\u5bfc\u6027\u80fd&#xff0c;\u80fd\u591f\u66f4\u6709\u6548\u5730\u964d\u4f4eGPU\u6e29\u5ea6\u3002<\/p>\n<p> 6. **\u6563\u70ed\u76d1\u63a7**&#xff1a;\u670d\u52a1\u5668\u5e94\u914d\u5907\u5b8c\u5584\u7684\u6563\u70ed\u76d1\u63a7\u7cfb\u7edf&#xff0c;\u5b9e\u65f6\u76d1\u6d4bGPU\u6e29\u5ea6\u3001\u98ce\u6247\u8f6c\u901f\u7b49\u5173\u952e\u53c2\u6570\u3002\u4e00\u65e6\u53d1\u73b0\u5f02\u5e38&#xff0c;\u7cfb\u7edf\u53ef\u4ee5\u53ca\u65f6\u62a5\u8b66&#xff0c;\u9632\u6b62\u8fc7\u70ed\u5bf9\u786c\u4ef6\u9020\u6210\u635f\u5bb3\u3002<\/p>\n<p> \u603b\u4e4b&#xff0c;\u5728\u8003\u8651\u6df1\u5ea6\u5b66\u4e60\u670d\u52a1\u5668\u914d\u7f6e\u65f6&#xff0c;\u6574\u4f53\u6563\u70ed\u89e3\u51b3\u65b9\u6848\u662f\u4e0d\u53ef\u6216\u7f3a\u7684\u4e00\u73af\u3002\u53ea\u6709\u786e\u4fdd\u6563\u70ed\u7cfb\u7edf\u7684\u9ad8\u6548\u4e0e\u7a33\u5b9a&#xff0c;\u624d\u80fd\u5145\u5206\u53d1\u6325GPU\u7684\u6027\u80fd&#xff0c;\u4e3a\u6df1\u5ea6\u5b66\u4e60\u4efb\u52a1\u63d0\u4f9b\u6709\u529b\u4fdd\u969c\u3002<\/p>\n<h2> 4. \u8003\u8651\u9884\u7b97\u56e0\u7d20<\/h2>\n<h3> 4.1 GPU\u91c7\u8d2d\u6210\u672c<\/h3>\n<p> \u5728\u9009\u62e9\u6df1\u5ea6\u5b66\u4e60\u670d\u52a1\u5668\u65f6&#xff0c;\u9884\u7b97\u56e0\u7d20\u662f\u81f3\u5173\u91cd\u8981\u7684\u8003\u91cf\u70b9\u3002\u9996\u5148&#xff0c;\u6211\u4eec\u9700\u8981\u660e\u786e\u7684\u662f&#xff0c;GPU\u91c7\u8d2d\u6210\u672c\u662f\u9884\u7b97\u4e2d\u7684\u4e3b\u8981\u90e8\u5206\u3002\u4ee5\u4e0b\u662f\u51e0\u4e2a\u5173\u952e\u56e0\u7d20&#xff0c;\u53ef\u4ee5\u5e2e\u52a9\u60a8\u5728\u6709\u9650\u7684\u9884\u7b97\u5185\u505a\u51fa\u660e\u667a\u7684\u51b3\u7b56\u3002<\/p>\n<p> \u9996\u5148&#xff0c;\u8981\u8003\u8651\u4e0d\u540c\u54c1\u724c\u548c\u578b\u53f7\u7684GPU\u4ef7\u683c<\/p>\n<p> \u5728\u9009\u62e9\u6df1\u5ea6\u5b66\u4e60\u670d\u52a1\u5668\u65f6&#xff0c;GPU\u7684\u4ef7\u683c\u65e0\u7591\u662f\u4e00\u4e2a\u5173\u952e\u56e0\u7d20\u3002\u9996\u5148&#xff0c;\u6211\u4eec\u9700\u8981\u660e\u786e\u7684\u662f&#xff0c;GPU\u7684\u4ef7\u683c\u56e0\u54c1\u724c\u3001\u578b\u53f7\u3001\u6027\u80fd\u548c\u5b58\u50a8\u5bb9\u91cf\u7b49\u56e0\u7d20\u800c\u6709\u5f88\u5927\u5dee\u5f02\u3002\u9ad8\u7aef\u663e\u5361\u5982NVIDIA\u7684Titan RTX\u6216GeForce RTX 30\u7cfb\u5217&#xff0c;\u5176\u4ef7\u683c\u901a\u5e38\u5728\u6570\u5343\u5143\u4eba\u6c11\u5e01\u4ee5\u4e0a&#xff0c;\u800c\u4e2d\u7aef\u663e\u5361\u5982RTX 2060\u6216RTX 3060\u7cfb\u5217&#xff0c;\u4ef7\u683c\u5219\u5728\u51e0\u5343\u5143\u4eba\u6c11\u5e01\u5de6\u53f3\u3002\u5bf9\u4e8e\u9884\u7b97\u6709\u9650\u7684\u7528\u6237&#xff0c;\u53ef\u4ee5\u8003\u8651\u8d2d\u4e70\u4e8c\u624b\u663e\u5361\u6216\u6027\u80fd\u7a0d\u4f4e\u4f46\u4ef7\u683c\u66f4\u4eb2\u6c11\u7684\u578b\u53f7\u3002<\/p>\n<p> \u7136\u800c&#xff0c;\u4ec5\u4ec5\u5173\u6ce8\u4ef7\u683c\u662f\u4e0d\u591f\u7684&#xff0c;\u6211\u4eec\u8fd8\u9700\u8981\u8003\u8651\u6027\u4ef7\u6bd4\u3002\u4e00\u4e9b\u663e\u5361\u867d\u7136\u4ef7\u683c\u8f83\u4f4e&#xff0c;\u4f46\u6027\u80fd\u53ef\u80fd\u65e0\u6cd5\u6ee1\u8db3\u6df1\u5ea6\u5b66\u4e60\u4efb\u52a1\u7684\u9700\u6c42&#xff0c;\u5bfc\u81f4\u8ba1\u7b97\u6548\u7387\u4f4e\u4e0b&#xff0c;\u53cd\u800c\u4f1a\u589e\u52a0\u603b\u4f53\u6210\u672c\u3002\u56e0\u6b64&#xff0c;\u5728\u9884\u7b97\u5141\u8bb8\u7684\u8303\u56f4\u5185&#xff0c;\u9009\u62e9\u4e00\u6b3e\u6027\u80fd\u4e0e\u4ef7\u683c\u76f8\u5339\u914d\u7684\u663e\u5361\u81f3\u5173\u91cd\u8981\u3002<\/p>\n<p> \u5728\u6bd4\u8f83\u4e0d\u540c\u54c1\u724c\u7684GPU\u65f6&#xff0c;\u6211\u4eec\u53ef\u4ee5\u5173\u6ce8\u4ee5\u4e0b\u51e0\u4e2a\u65b9\u9762\u7684\u6027\u4ef7\u6bd4&#xff1a;<\/p>\n<p> 1. **\u6027\u80fd\u4e0e\u529f\u8017\u6bd4**&#xff1a;\u663e\u5361\u7684\u6027\u80fd\u4e0e\u5176\u529f\u8017\u6210\u6b63\u6bd4&#xff0c;\u56e0\u6b64\u5728\u9009\u62e9\u65f6&#xff0c;\u8981\u8003\u8651\u663e\u5361\u7684\u6027\u80fd\u4e0e\u529f\u8017\u6bd4&#xff0c;\u4ee5\u964d\u4f4e\u957f\u671f\u8fd0\u884c\u7684\u6210\u672c\u3002<\/p>\n<p> 2. **\u5185\u5b58\u5bb9\u91cf\u4e0e\u7c7b\u578b**&#xff1a;\u6df1\u5ea6\u5b66\u4e60\u4efb\u52a1\u901a\u5e38\u9700\u8981\u5927\u91cf\u7684\u5185\u5b58\u6765\u5b58\u50a8\u4e2d\u95f4\u6570\u636e\u548c\u6a21\u578b\u3002\u56e0\u6b64&#xff0c;\u663e\u5361\u7684\u5185\u5b58\u5bb9\u91cf\u548c\u7c7b\u578b\u4e5f\u662f\u5f71\u54cd\u6027\u80fd\u7684\u91cd\u8981\u56e0\u7d20\u3002<\/p>\n<p> 3. **\u663e\u5b58\u5e26\u5bbd**&#xff1a;\u663e\u5b58\u5e26\u5bbd\u51b3\u5b9a\u4e86\u6570\u636e\u5728\u663e\u5b58\u4e0eGPU\u4e4b\u95f4\u4f20\u8f93\u7684\u901f\u5ea6&#xff0c;\u5e26\u5bbd\u8d8a\u9ad8&#xff0c;\u6027\u80fd\u8d8a\u597d\u3002<\/p>\n<p> 4. **\u517c\u5bb9\u6027\u4e0e\u6269\u5c55\u6027**&#xff1a;\u5728\u9009\u62e9\u663e\u5361\u65f6&#xff0c;\u8fd8\u9700\u8003\u8651\u5176\u4e0e\u4e3b\u677f\u7684\u517c\u5bb9\u6027\u4ee5\u53ca\u672a\u6765\u5347\u7ea7\u7684\u53ef\u80fd\u6027\u3002<\/p>\n<p> 5. **\u552e\u540e\u670d\u52a1\u4e0e\u4fdd\u4fee**&#xff1a;\u4f18\u8d28\u7684\u552e\u540e\u670d\u52a1\u548c\u8f83\u957f\u7684\u4fdd\u4fee\u671f\u53ef\u4ee5\u51cf\u5c11\u56e0\u786c\u4ef6\u6545\u969c\u5e26\u6765\u7684\u989d\u5916\u6210\u672c\u3002<\/p>\n<p> \u603b\u4e4b&#xff0c;\u5728\u8003\u8651\u9884\u7b97\u56e0\u7d20\u65f6&#xff0c;\u6211\u4eec\u9700\u8981\u5728\u6027\u80fd\u3001\u529f\u8017\u3001\u517c\u5bb9\u6027\u3001\u552e\u540e\u670d\u52a1\u7b49\u591a\u4e2a\u65b9\u9762\u8fdb\u884c\u6743\u8861&#xff0c;\u9009\u62e9\u4e00\u6b3e\u65e2\u6ee1\u8db3\u6df1\u5ea6\u5b66\u4e60\u9700\u6c42\u53c8\u7b26\u5408\u9884\u7b97\u7684GPU\u3002\u901a\u8fc7\u5bf9\u6bd4\u4e0d\u540c\u54c1\u724c\u548c\u578b\u53f7\u7684\u663e\u5361&#xff0c;\u6211\u4eec\u53ef\u4ee5\u627e\u5230\u6027\u4ef7\u6bd4\u6700\u9ad8\u7684\u89e3\u51b3\u65b9\u6848&#xff0c;\u4e3a\u6df1\u5ea6\u5b66\u4e60\u9879\u76ee\u63d0\u4f9b\u7a33\u5b9a\u9ad8\u6548\u7684\u8ba1\u7b97\u652f\u6301\u3002<\/p>\n<p> \u5176\u6b21&#xff0c;\u8981\u8003\u8651\u8d2d\u4e70\u6e20\u9053\u5bf9\u6210\u672c\u7684\u5f71\u54cd\u3002\u76f4\u63a5\u4ece\u5b98\u65b9\u6e20\u9053\u8d2d\u4e70\u901a\u5e38\u4ef7\u683c\u8f83\u9ad8&#xff0c;\u4f46\u53ef\u4ee5\u786e\u4fdd\u4ea7\u54c1\u7684\u6b63\u54c1\u6027\u548c\u552e\u540e\u670d\u52a1\u3002\u800c\u901a\u8fc7\u7b2c\u4e09\u65b9\u6e20\u9053\u8d2d\u4e70&#xff0c;\u5982\u7535\u5546\u5e73\u53f0\u3001\u4e8c\u624b\u5e02\u573a\u7b49&#xff0c;\u53ef\u80fd\u4f1a\u83b7\u5f97\u66f4\u4f18\u60e0\u7684\u4ef7\u683c&#xff0c;\u4f46\u9700\u6ce8\u610f\u8fa8\u522b\u771f\u4f2a&#xff0c;\u907f\u514d\u8d2d\u4e70\u5230\u5047\u5192\u4f2a\u52a3\u4ea7\u54c1\u3002<\/p>\n<p> \u6b64\u5916&#xff0c;\u8d2d\u4e70\u65f6\u95f4\u4e5f\u4f1a\u5bf9\u6210\u672c\u4ea7\u751f\u5f71\u54cd\u3002\u5728\u4ea7\u54c1\u53d1\u5e03\u521d\u671f&#xff0c;\u65b0\u54c1\u7684\u552e\u4ef7\u5f80\u5f80\u8f83\u9ad8\u3002\u968f\u7740\u65f6\u95f4\u7684\u63a8\u79fb&#xff0c;\u4ea7\u54c1\u4ef7\u683c\u4f1a\u9010\u6e10\u4e0b\u964d&#xff0c;\u5c24\u5176\u662f\u5728\u4fc3\u9500\u6d3b\u52a8\u6216\u8282\u5047\u65e5\u671f\u95f4\u3002\u56e0\u6b64&#xff0c;\u5173\u6ce8\u5e02\u573a\u52a8\u6001&#xff0c;\u9009\u62e9\u5408\u9002\u7684\u65f6\u673a\u8d2d\u4e70&#xff0c;\u53ef\u4ee5\u964d\u4f4e\u91c7\u8d2d\u6210\u672c\u3002<\/p>\n<p> \u5728\u8003\u8651GPU\u91c7\u8d2d\u6210\u672c\u65f6&#xff0c;\u8fd8\u5e94\u5173\u6ce8\u540e\u7eed\u7684\u7ef4\u62a4\u548c\u5347\u7ea7\u6210\u672c\u3002\u9ad8\u6027\u80fd\u7684GPU\u5728\u529f\u8017\u548c\u6563\u70ed\u65b9\u9762\u6709\u66f4\u9ad8\u7684\u8981\u6c42&#xff0c;\u53ef\u80fd\u9700\u8981\u914d\u5907\u66f4\u6602\u8d35\u7684\u7535\u6e90\u548c\u6563\u70ed\u7cfb\u7edf\u3002\u540c\u65f6&#xff0c;\u968f\u7740\u6df1\u5ea6\u5b66\u4e60\u6280\u672f\u7684\u53d1\u5c55&#xff0c;GPU\u7684\u6027\u80fd\u4e5f\u5728\u4e0d\u65ad\u63d0\u5347&#xff0c;\u672a\u6765\u53ef\u80fd\u9700\u8981\u5347\u7ea7\u786c\u4ef6\u4ee5\u6ee1\u8db3\u66f4\u9ad8\u7684\u8ba1\u7b97\u9700\u6c42\u3002\u56e0\u6b64&#xff0c;\u5728\u9884\u7b97\u5141\u8bb8\u7684\u60c5\u51b5\u4e0b&#xff0c;\u9009\u62e9\u5177\u6709\u826f\u597d\u6269\u5c55\u6027\u548c\u5347\u7ea7\u6027\u7684GPU\u4ea7\u54c1&#xff0c;\u53ef\u4ee5\u964d\u4f4e\u957f\u671f\u4f7f\u7528\u6210\u672c\u3002<\/p>\n<p> \u6700\u540e&#xff0c;\u4e0d\u8981\u5ffd\u89c6\u8f6f\u4ef6\u8bb8\u53ef\u8d39\u7528\u3002\u4e00\u4e9b\u9ad8\u7aefGPU\u9700\u8981\u8d2d\u4e70\u76f8\u5e94\u7684\u8f6f\u4ef6\u8bb8\u53ef\u624d\u80fd\u53d1\u6325\u5168\u90e8\u6027\u80fd&#xff0c;\u8fd9\u90e8\u5206\u8d39\u7528\u4e5f\u9700\u8981\u7eb3\u5165\u9884\u7b97\u8003\u91cf\u3002<\/p>\n<p> \u603b\u4e4b&#xff0c;\u5728\u6709\u9650\u7684\u9884\u7b97\u5185\u9009\u62e9\u6df1\u5ea6\u5b66\u4e60\u670d\u52a1\u5668\u7684GPU&#xff0c;\u9700\u8981\u7efc\u5408\u8003\u8651\u54c1\u724c\u3001\u578b\u53f7\u3001\u8d2d\u4e70\u6e20\u9053\u3001\u8d2d\u4e70\u65f6\u95f4\u3001\u7ef4\u62a4\u5347\u7ea7\u6210\u672c\u4ee5\u53ca\u8f6f\u4ef6\u8bb8\u53ef\u8d39\u7528\u7b49\u591a\u4e2a\u56e0\u7d20\u3002\u901a\u8fc7\u5145\u5206\u4e86\u89e3\u5e02\u573a\u60c5\u51b5&#xff0c;\u505a\u51fa\u5408\u7406\u7684\u9009\u62e9&#xff0c;\u624d\u80fd\u5728\u6ee1\u8db3\u6df1\u5ea6\u5b66\u4e60\u9700\u6c42\u7684\u540c\u65f6&#xff0c;\u6709\u6548\u63a7\u5236\u91c7\u8d2d\u6210\u672c\u3002<\/p>\n<h3> GPU\u4ef7\u683c<\/h3>\n<h3> \u9884\u7b97\u5206\u914d<\/h3>\n<p> \u5728\u9009\u62e9\u6df1\u5ea6\u5b66\u4e60\u670d\u52a1\u5668\u7684GPU\u65f6&#xff0c;\u9884\u7b97\u56e0\u7d20\u662f\u81f3\u5173\u91cd\u8981\u7684\u8003\u91cf\u70b9\u3002\u9996\u5148&#xff0c;\u9700\u8981\u660e\u786e\u7684\u662f&#xff0c;\u6df1\u5ea6\u5b66\u4e60\u9879\u76ee\u5bf9\u4e8eGPU\u7684\u9700\u6c42\u5dee\u5f02\u5f88\u5927&#xff0c;\u56e0\u6b64\u9884\u7b97\u7684\u5206\u914d\u5e94\u5f53\u6839\u636e\u5b9e\u9645\u9700\u6c42\u6765\u5408\u7406\u89c4\u5212\u3002\u4ee5\u4e0b\u662f\u4e00\u4e9b\u5173\u4e8e\u9884\u7b97\u5206\u914d\u7684\u8003\u8651\u56e0\u7d20&#xff1a;<\/p>\n<p> 1. **\u786e\u5b9a\u9879\u76ee\u9700\u6c42**&#xff1a;\u9996\u5148&#xff0c;\u8981\u660e\u786e\u6df1\u5ea6\u5b66\u4e60\u9879\u76ee\u7684\u5177\u4f53\u9700\u6c42&#xff0c;\u5305\u62ec\u8ba1\u7b97\u80fd\u529b\u3001\u5185\u5b58\u5927\u5c0f\u3001\u529f\u8017\u7b49\u56e0\u7d20\u3002\u8fd9\u5c06\u5e2e\u52a9\u4f60\u786e\u5b9a\u6240\u9700\u7684GPU\u578b\u53f7\u548c\u914d\u7f6e\u3002<\/p>\n<p> 2. **\u6027\u80fd\u4e0e\u6210\u672c\u6bd4**&#xff1a;\u5728\u9884\u7b97\u8303\u56f4\u5185&#xff0c;\u5bfb\u627e\u6027\u80fd\u4e0e\u6210\u672c\u6bd4\u6700\u9ad8\u7684GPU\u3002\u8fd9\u610f\u5473\u7740\u8981\u6bd4\u8f83\u4e0d\u540c\u54c1\u724c\u548c\u578b\u53f7\u7684GPU&#xff0c;\u8003\u8651\u5b83\u4eec\u7684\u8ba1\u7b97\u80fd\u529b\u3001\u5185\u5b58\u5e26\u5bbd\u3001\u529f\u8017\u548c\u4ef7\u683c\u3002<\/p>\n<p> 3. **\u957f\u671f\u6295\u8d44**&#xff1a;\u867d\u7136\u9ad8\u6027\u80fd\u7684GPU\u53ef\u80fd\u4ef7\u683c\u8f83\u9ad8&#xff0c;\u4f46\u5b83\u4eec\u901a\u5e38\u80fd\u591f\u63d0\u4f9b\u66f4\u957f\u7684\u4f7f\u7528\u5bff\u547d\u548c\u66f4\u9ad8\u7684\u6548\u7387\u3002\u8003\u8651\u957f\u671f\u6295\u8d44&#xff0c;\u9009\u62e9\u90a3\u4e9b\u5728\u672a\u6765\u51e0\u5e74\u5185\u4ecd\u80fd\u4fdd\u6301\u7ade\u4e89\u529b\u7684GPU\u3002<\/p>\n<p> 4. **\u9884\u7b97\u7075\u6d3b\u6027**&#xff1a;\u5728\u9884\u7b97\u5206\u914d\u65f6&#xff0c;\u8981\u7559\u6709\u4e00\u5b9a\u7684\u7075\u6d3b\u6027\u3002\u6709\u65f6\u5019&#xff0c;\u5e02\u573a\u4e0a\u4f1a\u51fa\u73b0\u65b0\u7684\u4f18\u60e0\u6d3b\u52a8\u6216\u8005\u6298\u6263&#xff0c;\u8fd9\u53ef\u80fd\u4f1a\u8ba9\u4f60\u5728\u9884\u7b97\u8303\u56f4\u5185\u83b7\u5f97\u66f4\u597d\u7684\u914d\u7f6e\u3002<\/p>\n<p> 5. **\u8003\u8651\u5347\u7ea7\u9009\u9879**&#xff1a;\u5728\u9884\u7b97\u5141\u8bb8\u7684\u60c5\u51b5\u4e0b&#xff0c;\u9009\u62e9\u90a3\u4e9b\u652f\u6301\u672a\u6765\u5347\u7ea7\u7684GPU\u3002\u8fd9\u6837&#xff0c;\u5373\u4f7f\u4f60\u7684\u521d\u59cb\u9884\u7b97\u6709\u9650&#xff0c;\u4e5f\u53ef\u4ee5\u5728\u672a\u6765\u901a\u8fc7\u5347\u7ea7\u6765\u63d0\u5347\u6027\u80fd\u3002<\/p>\n<p> 6. **\u6bd4\u8f83\u4e0d\u540c\u4f9b\u5e94\u5546**&#xff1a;\u4e0d\u540c\u7684\u4f9b\u5e94\u5546\u53ef\u80fd\u4f1a\u63d0\u4f9b\u4e0d\u540c\u7684\u4ef7\u683c\u548c\u914d\u7f6e\u3002\u6bd4\u8f83\u4e0d\u540c\u4f9b\u5e94\u5546\u7684\u62a5\u4ef7&#xff0c;\u786e\u4fdd\u4f60\u5f97\u5230\u4e86\u6700\u4f73\u7684\u4ea4\u6613\u3002<\/p>\n<p> 7. **\u9884\u7b97\u9650\u5236\u4e0b\u7684\u66ff\u4ee3\u65b9\u6848**&#xff1a;\u5982\u679c\u9884\u7b97\u975e\u5e38\u6709\u9650&#xff0c;\u53ef\u4ee5\u8003\u8651\u4f7f\u7528\u96c6\u6210\u663e\u5361\u6216\u8005\u4e8c\u624b\u5e02\u573a\u3002\u867d\u7136\u8fd9\u4e9b\u9009\u9879\u7684\u6027\u80fd\u53ef\u80fd\u4e0d\u5982\u5168\u65b0\u7684\u9ad8\u6027\u80fdGPU&#xff0c;\u4f46\u5b83\u4eec\u4ecd\u7136\u53ef\u4ee5\u6ee1\u8db3\u4e00\u4e9b\u57fa\u672c\u7684\u9700\u6c42\u3002<\/p>\n<p> \u901a\u8fc7\u4ee5\u4e0a\u6b65\u9aa4&#xff0c;\u4f60\u53ef\u4ee5\u66f4\u6709\u6548\u5730\u5206\u914d\u9884\u7b97&#xff0c;\u786e\u4fdd\u5728\u6709\u9650\u7684\u8d44\u91d1\u4e0b\u9009\u62e9\u5230\u6700\u9002\u5408\u4f60\u6df1\u5ea6\u5b66\u4e60\u9879\u76ee\u7684GPU\u3002\u8bb0\u4f4f&#xff0c;\u5408\u7406\u89c4\u5212\u9884\u7b97\u4e0d\u4ec5\u80fd\u591f\u5e2e\u52a9\u4f60\u8282\u7701\u6210\u672c&#xff0c;\u8fd8\u80fd\u591f\u786e\u4fdd\u4f60\u7684\u9879\u76ee\u80fd\u591f\u9ad8\u6548\u8fd0\u884c\u3002<\/p>\n<h3> 4.2 \u8fd0\u7ef4\u6210\u672c<\/h3>\n<p> \u5728\u8003\u8651\u9884\u7b97\u56e0\u7d20\u65f6&#xff0c;\u9664\u4e86\u8d2d\u4e70\u6210\u672c&#xff0c;\u8fd0\u7ef4\u6210\u672c\u4e5f\u662f\u4e0d\u53ef\u5ffd\u89c6\u7684\u4e00\u90e8\u5206\u3002\u9996\u5148&#xff0c;\u6211\u4eec\u9700\u8981\u4e86\u89e3\u4e0d\u540c\u54c1\u724c\u548c\u578b\u53f7\u7684GPU\u5728\u80fd\u8017\u4e0a\u7684\u5dee\u5f02\u3002\u9ad8\u529f\u8017\u7684GPU\u867d\u7136\u6027\u80fd\u5f3a\u5927&#xff0c;\u4f46\u957f\u671f\u8fd0\u884c\u4e0b\u7684\u7535\u8d39<\/p>\n<p> \u5728\u8003\u8651\u6df1\u5ea6\u5b66\u4e60\u670d\u52a1\u5668\u7684GPU\u9009\u62e9\u65f6&#xff0c;\u7535\u8d39\u662f\u4e00\u4e2a\u4e0d\u5bb9\u5ffd\u89c6\u7684\u91cd\u8981\u56e0\u7d20\u3002\u968f\u7740\u6df1\u5ea6\u5b66\u4e60\u6a21\u578b\u5bf9\u8ba1\u7b97\u80fd\u529b\u7684\u65e5\u76ca\u589e\u957f&#xff0c;GPU\u529f\u8017\u4e5f\u5728\u4e0d\u65ad\u589e\u52a0&#xff0c;\u8fd9\u610f\u5473\u7740\u670d\u52a1\u5668\u8fd0\u8425\u6210\u672c\u4e2d\u7684\u7535\u8d39\u652f\u51fa\u4f1a\u663e\u8457\u4e0a\u5347\u3002\u56e0\u6b64&#xff0c;\u5728\u9884\u7b97\u9650\u5236\u4e0b&#xff0c;\u5408\u7406\u8bc4\u4f30\u7535\u8d39\u6210\u672c\u81f3\u5173\u91cd\u8981\u3002<\/p>\n<p> \u9996\u5148&#xff0c;\u4e86\u89e3\u4e0d\u540cGPU\u7684\u529f\u8017\u662f\u5173\u952e\u3002\u5e02\u9762\u4e0a\u7684GPU\u578b\u53f7\u4f17\u591a&#xff0c;\u5176\u529f\u8017\u5dee\u5f02\u8f83\u5927\u3002\u4f8b\u5982&#xff0c;\u9ad8\u6027\u80fd\u7684GPU\u5982Tesla V100\u7684\u529f\u8017\u53ef\u8fbe\u5230300\u74e6&#xff0c;\u800c\u5165\u95e8\u7ea7GPU\u5982GTX 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\u6b64\u5916&#xff0c;\u8fd8\u5e94\u5173\u6ce8GPU\u7684\u80fd\u6548\u6bd4\u3002\u80fd\u6548\u6bd4\u662f\u6307GPU\u5728\u8fd0\u884c\u8fc7\u7a0b\u4e2d\u6240\u6d88\u8017\u7684\u529f\u7387\u4e0e\u5176\u6027\u80fd\u4e4b\u95f4\u7684\u6bd4\u503c\u3002\u4e00\u822c\u6765\u8bf4&#xff0c;\u80fd\u6548\u6bd4\u8d8a\u9ad8&#xff0c;\u610f\u5473\u7740GPU\u5728\u76f8\u540c\u529f\u8017\u4e0b\u80fd\u63d0\u4f9b\u66f4\u9ad8\u7684\u6027\u80fd&#xff0c;\u4ece\u800c\u964d\u4f4e\u6574\u4f53\u8fd0\u884c\u6210\u672c\u3002\u5728\u9009\u62e9GPU\u65f6&#xff0c;\u53ef\u4ee5\u6bd4\u8f83\u4e0d\u540c\u578b\u53f7\u7684\u80fd\u6548\u6bd4&#xff0c;\u4ee5\u9009\u62e9\u6027\u4ef7\u6bd4\u66f4\u9ad8\u7684\u4ea7\u54c1\u3002<\/p>\n<p> 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\u5728\u9009\u8d2d\u65f6&#xff0c;\u53ef\u4ee5\u5173\u6ce8\u4ee5\u4e0b\u51e0\u70b9\u6765\u964d\u4f4e\u7ef4\u62a4\u8d39\u7528&#xff1a;<\/p>\n<p> 1. **\u6563\u70ed\u7cfb\u7edf**&#xff1a;\u9009\u62e9\u5177\u5907\u9ad8\u6548\u6563\u70ed\u7cfb\u7edf\u7684GPU&#xff0c;\u53ef\u4ee5\u6709\u6548\u964d\u4f4e\u56e0\u9ad8\u6e29\u5bfc\u81f4\u7684\u786c\u4ef6\u6545\u969c\u98ce\u9669&#xff0c;\u4ece\u800c\u51cf\u5c11\u7ef4\u62a4\u6b21\u6570\u3002<\/p>\n<p> 2. **\u80fd\u8017**&#xff1a;\u867d\u7136\u9ad8\u6027\u80fdGPU\u80fd\u591f\u5e26\u6765\u66f4\u597d\u7684\u6df1\u5ea6\u5b66\u4e60\u4f53\u9a8c&#xff0c;\u4f46\u8fc7\u9ad8\u7684\u80fd\u8017\u4f1a\u5bfc\u81f4\u7535\u8d39\u589e\u52a0\u3002\u56e0\u6b64&#xff0c;\u5728\u9884\u7b97\u6709\u9650\u7684\u60c5\u51b5\u4e0b&#xff0c;\u9009\u62e9\u80fd\u8017\u8f83\u4f4e\u7684GPU\u662f\u4e00\u4e2a\u5408\u7406\u7684\u9009\u62e9\u3002<\/p>\n<p> 3. **\u552e\u540e\u670d\u52a1**&#xff1a;\u9009\u62e9\u6709\u826f\u597d\u552e\u540e\u670d\u52a1\u7684\u54c1\u724c&#xff0c;\u4e00\u65e6GPU\u51fa\u73b0\u6545\u969c&#xff0c;\u53ef\u4ee5\u53ca\u65f6\u5f97\u5230\u4e13\u4e1a\u7684\u7ef4\u4fee\u548c\u66f4\u6362\u670d\u52a1&#xff0c;\u51cf\u5c11\u56e0\u6545\u969c\u5bfc\u81f4\u7684\u505c\u673a\u65f6\u95f4\u548c\u7ecf\u6d4e\u635f\u5931\u3002<\/p>\n<p> 4. **\u9884\u7b97\u89c4\u5212**&#xff1a;\u5408\u7406\u89c4\u5212\u9884\u7b97&#xff0c;\u5728\u6027\u80fd\u548c\u6210\u672c\u4e4b\u95f4\u627e\u5230\u5e73\u8861\u70b9\u3002\u53ef\u4ee5\u8003\u8651\u8d2d\u4e70\u4e8c\u624b\u6216\u8005\u6027\u4ef7\u6bd4\u9ad8\u7684GPU&#xff0c;\u4ee5\u964d\u4f4e\u6574\u4f53\u7ef4\u62a4\u6210\u672c\u3002<\/p>\n<p> 5. **\u8f6f\u4ef6\u652f\u6301**&#xff1a;\u4e00\u4e9bGPU\u54c1\u724c\u63d0\u4f9b\u4e86\u4e30\u5bcc\u7684\u8f6f\u4ef6\u652f\u6301\u548c\u9a71\u52a8\u7a0b\u5e8f&#xff0c;\u8fd9\u6709\u52a9\u4e8e\u964d\u4f4e\u56e0\u8f6f\u4ef6\u95ee\u9898\u5bfc\u81f4\u7684\u7ef4\u62a4\u6210\u672c\u3002<\/p>\n<p> \u603b\u4e4b&#xff0c;\u5728\u9009\u8d2d\u6df1\u5ea6\u5b66\u4e60\u670d\u52a1\u5668GPU\u65f6&#xff0c;\u4e0d\u4ec5\u8981\u8003\u8651\u5176\u6027\u80fd\u548c\u4ef7\u683c&#xff0c;\u8fd8\u8981\u5173\u6ce8\u5176\u7ef4\u62a4\u8d39\u7528\u3002\u901a\u8fc7\u7efc\u5408\u8003\u8651\u6563\u70ed\u3001\u80fd\u8017\u3001\u552e\u540e\u670d\u52a1\u7b49\u56e0\u7d20&#xff0c;\u53ef\u4ee5\u6709\u6548\u5730\u964d\u4f4e\u957f\u671f\u7ef4\u62a4\u6210\u672c&#xff0c;\u786e\u4fdd\u6df1\u5ea6\u5b66\u4e60\u9879\u76ee\u7684\u7a33\u5b9a\u8fd0\u884c\u3002<\/p>\n<h3> 4.3 \u957f\u671f\u6295\u8d44\u56de\u62a5<\/h3>\n<p> 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