\n \u5bf9\u4e8e\u5f88\u591a\u5185\u90e8\u5de5\u5177\u2014\u2014\u4f8b\u5982\u5ba2\u670d\u8f85\u52a9\u5bf9\u8bdd\u673a\u5668\u4eba\u3001\u7ed3\u5408\u68c0\u7d22\u7684\u5185\u90e8\u641c\u7d22\u7cfb\u7edf\u3001\u4f4e\u9891\u7684\u56fe\u50cf\u751f\u6210\u670d\u52a1\u2014\u2014\u8fd9\u79cd\u5355 GPU \u670d\u52a1\u5668\u5f80\u5f80\u662f\u6700\u73b0\u5b9e\u3001\u6700\u52a1\u5b9e\u7684\u9ed8\u8ba4\u9009\u9879\u3002\u6240\u6709\u4f60\u6682\u65f6\u7528\u4e0d\u4e0a\u7684\u590d\u6742\u5ea6\uff0c\u5728\u957f\u671f\u770b\u6765\uff0c\u90fd\u53ef\u4ee5\u89c6\u4f5c\u6f5c\u5728\u7684\u653b\u51fb\u9762\u6216\u7ef4\u62a4\u8d1f\u62c5\u3002\n <\/p>\n

4. \u591a GPU \u7f8e\u56fd\u670d\u52a1\u5668\uff1a\u5f53\u89c4\u6a21\u4e0e\u6a21\u578b\u4f53\u91cf\u903c\u4f60\u505a\u51fa\u9009\u62e9<\/strong><\/h2>\n<\/p>\n

\n
1. \n \u5e38\u89c1\u591a GPU \u5f62\u6001\u3002<\/strong><\/p>\n
   \n
   • 2\u00d7 GPU\uff1a\u9002\u5408\u4e2d\u7b49\u89c4\u6a21\u7684\u5f20\u91cf\u5e76\u884c\u6216\u6df7\u5408\u8d1f\u8f7d<\/li>\n
   • 4\u00d7 GPU\uff1a\u9762\u5411\u8f83\u91cd\u7684\u63a8\u7406\u7ba1\u7ebf\u6216\u8bad\u7ec3 + \u63a8\u7406\u6df7\u5408\u573a\u666f\u7684\u5e38\u89c1\u914d\u7f6e<\/li>\n
   • 8\u00d7 GPU\uff1a\u7528\u4e8e\u8d85\u5927\u6a21\u578b\uff0c\u6216\u8005\u9700\u5728\u540c\u4e00\u8282\u70b9\u4e0a\u540c\u65f6\u8fdb\u884c\u63a8\u7406\u4e0e\u540e\u53f0\u5fae\u8c03\u4efb\u52a1<\/li>\n<\/ul>\n

     \u8fd9\u7c7b\u673a\u5668\u901a\u5e38\u4f1a\u914d\u5907\u9ad8\u5e26\u5bbd GPU \u4e92\u8054\uff08\u5982 NVLink \u6216\u7c7b\u4f3c\u65b9\u6848\uff09\uff0c\u4ee5\u53ca\u66f4\u6fc0\u8fdb\u7684\u673a\u67dc\u529f\u7387\u548c\u6563\u70ed\u9884\u7559\u3002\n <\/li>\n

   • \n \u591a GPU \u5408\u7406\u7684\u5178\u578b\u573a\u666f\u3002<\/strong><\/p>\n
     \n
     • \u90e8\u7f72\u65e0\u6cd5\u5728\u5355\u5361\u4e0a\u5b8c\u6574\u88c5\u8f7d\u7684\u8d85\u5927\u6a21\u578b\uff0c\u5373\u4fbf\u4f7f\u7528\u91cf\u5316\u4f9d\u7136\u9700\u8981\u591a\u5361\u5207\u5206\u3002<\/li>\n
     • \u8ffd\u6c42\u6781\u9ad8\u5e76\u53d1\u3001\u800c\u5355\u5361\u5728\u5408\u7406 batch size \u4e0b\u5df2\u660e\u663e\u8dd1\u6ee1\u7684\u60c5\u51b5\u3002<\/li>\n
     • \u51fa\u4e8e\u6570\u636e\u672c\u5730\u6027\u3001\u8bb8\u53ef\u6a21\u5f0f\u6216\u6210\u672c\u63a7\u5236\u8003\u8651\uff0c\u5e0c\u671b\u628a\u8ba1\u7b97\u5bc6\u5ea6\u5c3d\u91cf\u538b\u7f29\u5230\u5c11\u91cf\u8282\u70b9\u3002<\/li>\n<\/ul>\n<\/li>\n
     • \n \u9690\u85cf\u7684\u6743\u8861\u3002<\/strong> \u591a GPU \u8282\u70b9\u4f1a\u663e\u8457\u6269\u5927\u5355\u673a\u7684\u6545\u969c\u57df\uff08\u4e00\u4e2a\u7269\u7406\u8282\u70b9\u4e0a\u627f\u8f7d\u5927\u91cf\u4e1a\u52a1\uff09\uff0c\u540c\u65f6\u964d\u4f4e\u6269\u5bb9\u7c92\u5ea6\u3002\u4f60\u5f80\u5f80\u5f97\u4e00\u6b21\u6027\u589e\u52a0\u4e00\u6574\u53f0\u591a\u5361\u4e3b\u673a\uff1b\u5982\u679c\u6d41\u91cf\u53ea\u589e\u957f\u4e86\u4e00\u500d\uff0c\u76f4\u63a5\u518d\u4e0a\u4e00\u4e2a 4 \u5361\u8282\u70b9\uff0c\u53ef\u80fd\u8fdc\u5927\u4e8e\u771f\u5b9e\u9700\u8981\uff0c\u800c\u591a\u5f00\u4e24\u4e2a\u5355 GPU \u8282\u70b9\u53cd\u800c\u66f4\u52a0\u7cbe\u7ec6\u53ef\u63a7\u3002\n <\/li>\n<\/ol>\n

       \n \u7b80\u800c\u8a00\u4e4b\uff0c\u591a GPU \u975e\u5e38\u5f3a\u5927\uff0c\u4f46\u4e5f\u6781\u5177\u201c\u4e3b\u89c1\u201d\u3002\u4f60\u5e94\u8be5\u5728\u5de5\u4f5c\u8d1f\u8f7d\u786e\u5b9e\u9700\u8981\u65f6\u624d\u9009\u62e9\u5b83\uff0c\u800c\u4e0d\u662f\u56e0\u4e3a\u5b83\u770b\u8d77\u6765\u66f4\u201c\u9ad8\u5927\u4e0a\u201d\u3002\n <\/p>\n

       5. \u6027\u80fd\u4e0e\u5ef6\u8fdf\uff1a\u6a2a\u5411\u6269\u5c55 vs \u7eb5\u5411\u6269\u5c55<\/strong><\/h2>\n<\/p>\n

       \n
       • \n \u5355\u4f4d\u6210\u672c\u541e\u5410.<\/strong> \u5728\u5bf9\u6bd4\u5355 GPU \u8282\u70b9\u4e0e\u591a GPU \u670d\u52a1\u5668\u65f6\uff0c\u53ef\u4ee5\u5c06\u6bcf\u5757 GPU \u89c6\u4e3a\u4e00\u4e2a\u5bb9\u91cf\u5355\u4f4d\uff0c\u5e76\u9010\u9879\u6bd4\u8f83\uff1a<\/p>\n
         \n
         • \u5728\u76ee\u6807 batch \u5927\u5c0f\u4e0b\uff0c\u6bcf\u5757 GPU \u6bcf\u79d2\u53ef\u5904\u7406\u7684\u8bf7\u6c42\u6570<\/li>\n
         • \u5728\u771f\u5b9e\u6d41\u91cf\u5f62\u6001\u4e0b\u7684 95\/99 \u767e\u5206\u4f4d\u5ef6\u8fdf<\/li>\n
         • \u6309 24 \u5c0f\u65f6\u7ef4\u5ea6\u7edf\u8ba1\u7684\u6709\u6548\u5229\u7528\u7387<\/li>\n<\/ul>\n

           \u4e0d\u5c11\u60c5\u51b5\u4e0b\uff0c\u591a\u53f0\u5355 GPU \u670d\u52a1\u5668\u5728\u541e\u5410\u548c\u6210\u672c\u7684\u7efc\u5408\u8868\u73b0\u4e0a\uff0c\u5e76\u4e0d\u900a\u4e8e\u591a GPU \u5927\u578b\u4e3b\u673a\uff0c\u800c\u4e14\u5177\u5907\u66f4\u597d\u7684\u6545\u969c\u9694\u79bb\u3002\n <\/li>\n

         • \n \u5c3e\u5ef6\u8fdf\u4e0e\u8def\u7531\u5f00\u9500.<\/strong> \u589e\u52a0\u8282\u70b9\u6570\u91cf\uff0c\u610f\u5473\u7740\u8def\u7531\u903b\u8f91\u4f1a\u66f4\u590d\u6742\u3001\u6f5c\u5728\u7f51\u7edc\u8df3\u6570\u4e5f\u4f1a\u589e\u52a0\u3002\u4e0d\u8fc7\uff0c\u5728\u8bbe\u8ba1\u826f\u597d\u7684\u8d1f\u8f7d\u5747\u8861\u548c\u8fde\u63a5\u590d\u7528\u7b56\u7565\u4e0b\uff0c\u8fd9\u79cd\u989d\u5916\u5ef6\u8fdf\u76f8\u5bf9\u6a21\u578b\u8ba1\u7b97\u65f6\u95f4\u901a\u5e38\u662f\u53ef\u63a7\u7684\u3002\u771f\u6b63\u62c9\u9ad8\u5c3e\u5ef6\u8fdf\u7684\u5e38\u5e38\u662f\u8fc7\u5ea6\u6fc0\u8fdb\u7684 batch \u7b56\u7565\uff1a\u4e3a\u4e86\u6324\u51fa\u66f4\u9ad8\u541e\u5410\u800c\u8ba9\u8bf7\u6c42\u5728\u961f\u5217\u4e2d\u7b49\u592a\u4e45\u3002\n <\/li>\n
         • \n \u6545\u969c\u57df\u5212\u5206.<\/strong> \u4e00\u53f0\u62e5\u6709\u591a\u5757 GPU \u7684\u5927\u673a\u5668\u4e00\u65e6\u6545\u969c\uff0c\u5c31\u4f1a\u4e00\u6b21\u6027\u5e26\u8d70\u5f88\u5927\u4e00\u5757\u5bb9\u91cf\uff1b\u800c\u591a\u53f0\u5355 GPU \u4e3b\u673a\u5728\u6545\u969c\u65f6\u7684\u5f71\u54cd\u8303\u56f4\u66f4\u5c0f\u3002\u4ece SRE \u7684\u89c6\u89d2\u770b\uff0c\u5728\u7f8e\u56fd\u8fd9\u79cd\u670d\u52a1\u5668\u8d44\u6e90\u8f83\u5bb9\u6613\u8ffd\u52a0\u7684\u73af\u5883\u4e0b\uff0c\u62c6\u6210\u591a\u4e2a\u5c0f\u6545\u969c\u57df\u5f80\u5f80\u66f4\u7b26\u5408\u9ad8\u53ef\u7528\u8bbe\u8ba1\u7406\u5ff5\u3002\n <\/li>\n<\/ul>\n

           \n \u6838\u5fc3\u601d\u60f3\u662f\uff1a\u5bf9\u4e8e\u63a8\u7406\u573a\u666f\uff0c\u4f18\u5148\u4f7f\u7528\u5c0f\u89c4\u683c\u8282\u70b9\u6a2a\u5411\u6269\u5c55\uff1b\u53ea\u6709\u5728\u6709\u6e05\u6670\u3001\u53ef\u5ea6\u91cf\u7684\u9700\u6c42\u65f6\uff0c\u518d\u8f6c\u5411\u66f4\u9ad8\u5bc6\u5ea6\u7684\u591a GPU \u673a\u5668\u8fdb\u884c\u7eb5\u5411\u6269\u5c55\u3002\n <\/p>\n

           6. \u5728\u7f8e\u56fd\u6570\u636e\u4e2d\u5fc3\u8fdb\u884c\u6210\u672c\u5efa\u6a21<\/strong><\/h2>\n<\/p>\n

           \n
           1. \n \u76f4\u63a5 GPU \u6210\u672c.<\/strong> \u5728\u7f8e\u56fd\u73af\u5883\u4e2d\u8fdb\u884c\u670d\u52a1\u5668\u79df\u7528\u65f6\uff0cGPU \u4ef7\u683c\u5f80\u5f80\u4e0e\u578b\u53f7\u548c\u6570\u91cf\u5f3a\u76f8\u5173\u3002\u8001\u4e00\u4ee3 GPU \u5bf9\u4e8e\u8f7b\u91cf\u7ea7\u8d1f\u8f7d\u4ecd\u5177\u6027\u4ef7\u6bd4\uff0c\u800c\u9876\u7ea7\u52a0\u901f\u5361\u7684\u6708\u5ea6\u8d39\u7528\u5219\u76f8\u5f53\u53ef\u89c2\u3002\u5c06\u8d1f\u8f7d\u62c6\u5206\u5230\u591a\u5757\u4e2d\u7aef GPU \u4e0a\uff0c\u7ecf\u5e38\u6bd4\u76f4\u63a5\u7528\u6700\u8d35\u578b\u53f7\u5806\u6ee1\u673a\u67b6\u66f4\u7ecf\u6d4e\u3002\n <\/li>\n
           2. \n \u7f51\u7edc\u4e0e\u5b58\u50a8\u6210\u672c.<\/strong> \u516c\u7f51\u6d41\u91cf\u3001\u4e13\u7ebf\u94fe\u8def\u4ee5\u53ca\u591a\u526f\u672c\u5b58\u50a8\u5377\u90fd\u4f1a\u7d2f\u79ef\u4e3a\u6210\u672c\u3002\u5f53\u4f60\u7684\u96c6\u7fa4\u8de8\u8d8a\u591a\u4e2a\u673a\u623f\u6216\u533a\u57df\u65f6\uff0c\u8de8\u6570\u636e\u4e2d\u5fc3\u6d41\u91cf\u4f1a\u53d8\u6210\u4e0d\u80fd\u5ffd\u89c6\u7684\u8d26\u5355\u9879\u3002\u4ee5\u5355\u533a\u57df\u90e8\u7f72\u3001\u914d\u5408\u5c0f\u89c4\u683c\u8282\u70b9\u8d77\u6b65\uff0c\u80fd\u663e\u8457\u964d\u4f4e\u65e9\u671f\u67b6\u6784\u548c\u6210\u672c\u6a21\u578b\u7684\u590d\u6742\u5ea6\u3002\n <\/li>\n
           3. \n \u8fd0\u7ef4\u4eba\u529b\u6210\u672c.<\/strong> \u5de5\u7a0b\u5e08\u65f6\u95f4\u5728\u5f88\u591a\u9884\u7b97\u8868\u91cc\u5e76\u4e0d\u4f1a\u663e\u5f0f\u4f53\u73b0\uff0c\u4f46\u590d\u6742\u7684\u591a GPU \u62d3\u6251\u3001\u590d\u6742\u5206\u7247\u7b56\u7565\u4ee5\u53ca\u7279\u6b8a\u8fd0\u884c\u65f6\u73af\u5883\u4f1a\u98de\u5feb\u5730\u6d88\u8017\u8fd9\u90e8\u5206\u8d44\u6e90\u3002\u7ef4\u62a4\u4e00\u6279\u914d\u7f6e\u76f8\u5bf9\u7edf\u4e00\u7684\u5355 GPU \u8282\u70b9\uff0c\u5728\u8fd0\u7ef4\u4eba\u529b\u4e0a\u901a\u5e38\u8fdc\u6bd4\u7ef4\u62a4\u4e00\u5c0f\u64ae\u9ad8\u590d\u6742\u5ea6\u591a GPU \u670d\u52a1\u5668\u8f7b\u677e\u3002\n <\/li>\n<\/ol>\n

              \n \u7ed3\u5408\u8fd9\u4e9b\u7ef4\u5ea6\uff0c\u53ef\u4ee5\u770b\u5230\u4e00\u4e2a\u6e05\u6670\u7684\u6a21\u5f0f\uff1a\u9664\u975e\u4f60\u7684\u5de5\u4f5c\u8d1f\u8f7d\u5bf9\u591a GPU \u6709\u521a\u6027\u9700\u6c42\uff0c\u5426\u5219\u5728\u7f8e\u56fd\u573a\u666f\u4e0b\uff0c\u4ee5\u5355 GPU \u670d\u52a1\u5668\u4e3a\u4e3b\u7684\u96c6\u7fa4\uff0c\u5f80\u5f80\u662f\u6700\u7ecf\u6d4e\u3001\u6700\u7a33\u59a5\u7684\u57fa\u7ebf\u9009\u62e9\u3002\n <\/p>\n

              7. \u5355 GPU vs \u591a GPU \u7684\u5b9e\u7528\u51b3\u7b56\u6846\u67b6<\/strong><\/h2>\n<\/p>\n

              \n
              1. \n \u6b65\u9aa4 1\uff1a\u786e\u8ba4\u6a21\u578b\u4f53\u79ef.<\/strong> \u5728\u76ee\u6807\u7cbe\u5ea6\u548c\u63a8\u7406\u8fd0\u884c\u65f6\u4e0b\uff0c\u5b9e\u9645\u6d4b\u91cf\u6a21\u578b\u5728\u5cf0\u503c\u65f6\u7684\u663e\u5b58\u5360\u7528\u3002\u5982\u679c\u53ef\u4ee5\u5728\u5355\u5757\u73b0\u4ee3 GPU \u4e0a\u7559\u51fa\u4e00\u5b9a\u4f59\u91cf\uff0c\u90a3\u4e48\u4ece\u5bb9\u91cf\u89d2\u5ea6\u770b\uff0c\u591a GPU \u5c31\u4e0d\u662f\u521a\u9700\u3002\n <\/li>\n
              2. \n \u6b65\u9aa4 2\uff1aSLA \u4e0e\u5e76\u53d1.<\/strong> \u6e05\u6670\u5b9a\u4e49\u5728\u7279\u5b9a\u5e76\u53d1\u6c34\u5e73\u4e0b\uff0c\u4f60\u5e0c\u671b\u8fbe\u6210\u7684\u5404\u5ef6\u8fdf\u5206\u4f4d\u6570\u6307\u6807\u3002\u5148\u5728\u5355 GPU \u8282\u70b9\u4e0a\u505a\u538b\u6d4b\u3002\u5982\u679c\u5355\u5361\u5728\u5408\u7406 batch \u7b56\u7565\u4e0b\u5c31\u662f\u8fbe\u4e0d\u5230\u8fd9\u4e9b\u6307\u6807\uff0c\u518d\u8003\u8651\u6269\u5c55\u5230\u591a\u8282\u70b9\u6216\u591a GPU \u914d\u7f6e\u3002\n <\/li>\n
              3. \n \u6b65\u9aa4 3\uff1a\u589e\u957f\u9884\u4f30.<\/strong> \u628a\u89c6\u91ce\u805a\u7126\u5728\u672a\u6765 6\u201312 \u4e2a\u6708\uff0c\u800c\u4e0d\u662f\u4e00\u6b21\u6027\u63d0\u524d\u89e3\u51b3\u51e0\u5e74\u540e\u7684\u672a\u77e5\u9700\u6c42\u3002\u5927\u591a\u6570\u60c5\u51b5\u4e0b\uff0c\u5148\u4ee5\u5355 GPU \u5b9e\u4f8b\u8d77\u6b65\uff0c\u5e76\u5728\u589e\u957f\u8fc7\u7a0b\u4e2d\u6f14\u8fdb\u4e3a\u201c\u5355\u5361 + \u591a\u5361\u6df7\u5408\u201d\u7684\u6a21\u5f0f\uff0c\u8981\u6bd4\u4e00\u5f00\u59cb\u5c31\u4e0a\u6781\u7aef\u65b9\u6848\u66f4\u52a1\u5b9e\u3002\n <\/li>\n<\/ol>\n

                 \n \u8fd9\u4e2a\u6d41\u7a0b\u770b\u4e0a\u53bb\u6bd4\u201c\u76f4\u63a5\u4e70\u6700\u5927\u89c4\u683c\u673a\u5668\u201d\u8981\u6162\u4e00\u70b9\uff0c\u4f46\u5728\u771f\u5b9e\u751f\u4ea7\u73af\u5883\u91cc\uff0c\u57fa\u4e8e\u5ea6\u91cf\u7684\u51b3\u7b56\u5f80\u5f80\u6bd4\u57fa\u4e8e\u60f3\u8c61\u7684\u51b3\u7b56\u66f4\u80fd\u7ecf\u5f97\u8d77\u65f6\u95f4\u8003\u9a8c\u3002\n <\/p>\n

                 8. \u57fa\u4e8e\u7f8e\u56fd GPU \u57fa\u7840\u8bbe\u65bd\u7684\u67b6\u6784\u6a21\u5f0f<\/strong><\/h2>\n<\/p>\n

                 \n
                 • \n \u65e0\u72b6\u6001\u524d\u7aef + GPU \u8ba1\u7b97\u6c60.<\/strong> \u4e00\u79cd\u5e38\u89c1\u6a21\u5f0f\u662f\uff1a\u8ba9 API \u7f51\u5173\u4e0e\u4e1a\u52a1\u903b\u8f91\u8dd1\u5728 CPU \u8282\u70b9\uff0c\u53ea\u628a\u771f\u6b63\u91cd\u7684\u63a8\u7406\u8c03\u7528\u8f6c\u53d1\u5230 GPU \u6c60\u3002\u5728\u7f8e\u56fd\u533a\u57df\u5185\u90e8\u7f72\u65f6\uff0c\u7531\u4e8e\u673a\u623f\u5185\u5ef6\u8fdf\u5f88\u4f4e\u4e14\u5185\u90e8\u7f51\u7edc\u5e26\u5bbd\u5145\u8db3\uff0c\u8fd9\u79cd\u62c6\u5206\u65b9\u6848\u7684\u6536\u76ca\u975e\u5e38\u660e\u786e\u3002\n <\/li>\n
                 • \n \u6df7\u5408\u673a\u578b\u96c6\u7fa4.<\/strong> \u5c06\u5c0f\u800c\u5feb\u7684\u6a21\u578b\u90e8\u7f72\u5728\u5355 GPU \u8282\u70b9\uff0c\u628a\u591a GPU \u786c\u4ef6\u7559\u7ed9\u5927\u6a21\u578b\u6216\u591a\u79df\u6237\u5171\u7528\u8d1f\u8f7d\u3002\u8bf7\u6c42\u8def\u7531\u5c42\u6839\u636e\u4e1a\u52a1\u89c4\u5219\u51b3\u5b9a\u8bf7\u6c42\u843d\u5728\u54ea\u4e2a\u6c60\u5b50\u3002\u8fd9\u6837\u53ef\u4ee5\u66f4\u7cbe\u7ec6\u5730\u63a7\u5236\u201c\u6602\u8d35\u7b97\u529b\u201d\u88ab\u54ea\u4e9b\u6d41\u91cf\u6d88\u8017\u3002\n <\/li>\n
                 • \n \u73af\u5883\u9694\u79bb.<\/strong> \u8ba9\u9884\u53d1\u5e03\u73af\u5883\u548c\u91d1\u4e1d\u96c0\u73af\u5883\u4f7f\u7528\u4e0e\u751f\u4ea7\u76f8\u540c\u7684\u786c\u4ef6\u7c7b\u578b\uff0c\u4f46\u672a\u5fc5\u4f7f\u7528\u76f8\u540c GPU \u5bc6\u5ea6\u3002\u5bf9\u975e\u5173\u952e\u73af\u5883\u4f7f\u7528\u5355 GPU \u8282\u70b9\uff0c\u53ef\u4ee5\u660e\u663e\u964d\u4f4e\u6210\u672c\uff0c\u540c\u65f6\u53c8\u8db3\u591f\u63a5\u8fd1\u751f\u4ea7\u6027\u80fd\u7279\u5f81\uff0c\u4fdd\u8bc1\u6d4b\u8bd5\u7ed3\u8bba\u53ef\u9760\u3002\n <\/li>\n<\/ul>\n

                   \n \u901a\u8fc7\u8fd9\u7c7b\u67b6\u6784\uff0c\u4f60\u53ef\u4ee5\u6e05\u6670\u5730\u533a\u5206\u804c\u8d23\uff1aGPU \u8282\u70b9\u805a\u7126\u63a8\u7406\u6027\u80fd\uff0cCPU \u8282\u70b9\u8d1f\u8d23\u7f16\u6392\u4e0e\u4e1a\u52a1\u903b\u8f91\uff1b\u968f\u7740\u65b0\u6a21\u578b\u548c\u65b0\u79df\u6237\u4e0d\u65ad\u52a0\u5165\uff0c\u6574\u4f53\u7cfb\u7edf\u4f9d\u7136\u4fdd\u6301\u53ef\u7406\u89e3\u548c\u53ef\u7ef4\u62a4\u3002\n <\/p>\n

                   9. \u5728\u5347\u7ea7\u786c\u4ef6\u4e4b\u524d\u5148\u69a8\u5e72\u63a8\u7406\u4f18\u5316\u7a7a\u95f4<\/strong><\/h2>\n<\/p>\n

                   \n
                   1. \n \u6a21\u578b\u5c42\u9762\u7684\u4f18\u5316.<\/strong><\/p>\n
                      \n
                      • \u5728\u53ef\u80fd\u7684\u60c5\u51b5\u4e0b\u4f7f\u7528\u91cf\u5316\uff0c\u964d\u4f4e\u663e\u5b58\u5360\u7528\u5e76\u63d0\u9ad8\u541e\u5410\u3002<\/li>\n
                      • \u901a\u8fc7\u84b8\u998f\u628a\u91cd\u578b Teacher \u6a21\u578b\u538b\u7f29\u6210\u66f4\u5c0f\u7684 Student \u6a21\u578b\uff0c\u4e13\u7528\u4e8e\u751f\u4ea7\u63a8\u7406\u3002<\/li>\n
                      • \u7ed3\u5408\u771f\u5b9e\u4e1a\u52a1\uff0c\u5bf9\u6a21\u578b\u7ed3\u6784\u8fdb\u884c\u526a\u679d\u6216\u4efb\u52a1\u5b9a\u5236\u5316\u6539\u9020\u3002<\/li>\n<\/ul>\n<\/li>\n
                      • \n \u8fd0\u884c\u65f6\u5c42\u9762\u7684\u4f18\u5316.<\/strong><\/p>\n
                        \n
                        • \u91c7\u7528\u9488\u5bf9\u7279\u5b9a GPU \u578b\u53f7\u4f18\u5316\u8fc7\u7684\u63a8\u7406\u6846\u67b6\u6216\u5e93\u3002<\/li>\n
                        • \u5bf9\u517c\u5bb9\u8bf7\u6c42\u505a\u667a\u80fd batch\uff0c\u8bbe\u7f6e\u4e25\u683c\u7684\u4e0a\u9650\u4ee5\u907f\u514d\u6279\u5904\u7406\u9020\u6210\u8fc7\u9ad8\u5ef6\u8fdf\u3002<\/li>\n
                        • \u7f13\u5b58\u5e38\u7528 embedding\u3001\u90e8\u5206\u4e2d\u95f4\u7ed3\u679c\u6216\u9ad8\u9891\u54cd\u5e94\uff0c\u51cf\u5c11\u91cd\u590d\u8ba1\u7b97\u3002<\/li>\n<\/ul>\n<\/li>\n
                        • \n \u7cfb\u7edf\u4e0e\u53ef\u89c2\u6d4b\u6027.<\/strong><\/p>\n
                          \n
                          • \u5728\u6240\u6709\u8282\u70b9\u4e0a\u76d1\u63a7 GPU \u5229\u7528\u7387\u3001\u961f\u5217\u6df1\u5ea6\u4ee5\u53ca\u5404 API \u7aef\u70b9\u7684\u5ef6\u8fdf\u5206\u5e03\u3002<\/li>\n
                          • \u4f9d\u636e\u771f\u5b9e\u6307\u6807\uff0c\u800c\u4e0d\u662f\u76f4\u89c9\uff0c\u6765\u5224\u65ad\u662f\u518d\u589e\u52a0\u5355 GPU \u670d\u52a1\u5668\uff0c\u8fd8\u662f\u5df2\u7ecf\u6709\u8db3\u591f\u7406\u7531\u4e0a\u66f4\u9ad8\u5bc6\u5ea6\u7684\u591a GPU \u8282\u70b9\u3002<\/li>\n
                          • \u5728\u4e0d\u540c\u786c\u4ef6\u7c7b\u578b\u4e4b\u95f4\u8f6e\u6d41\u627f\u63a5\u91d1\u4e1d\u96c0\u6d41\u91cf\uff0c\u5728\u505a\u51fa\u6807\u51c6\u5316\u914d\u7f6e\u51b3\u7b56\u524d\u83b7\u53d6\u5145\u5206\u6570\u636e\u3002<\/li>\n<\/ul>\n<\/li>\n<\/ol>\n

                            \n \u5145\u5206\u7528\u597d\u8fd9\u4e9b\u4f18\u5316\u624b\u6bb5\uff0c\u53ef\u4ee5\u663e\u8457\u5ef6\u957f\u73b0\u6709\u670d\u52a1\u5668\u7684\u751f\u547d\u5468\u671f\uff0c\u63a8\u8fdf\u4e0a\u66f4\u9ad8\u7aef GPU \u6216\u66f4\u5927\u8282\u70b9\u914d\u7f6e\u7684\u65f6\u95f4\u70b9\uff0c\u5c24\u5176\u662f\u5728\u7ade\u4e89\u6fc0\u70c8\u3001\u4ef7\u683c\u654f\u611f\u7684\u7f8e\u56fd\u5e02\u573a\u73af\u5883\u4e2d\u3002\n <\/p>\n

                            10. \u7efc\u5408\u9009\u62e9\uff1a\u6253\u9020\u5408\u9002\u7684\u7f8e\u56fd GPU \u670d\u52a1\u5668\u7b56\u7565<\/strong><\/h2>\n<\/p>\n

                            \n
                            • \n \u5bf9\u65e9\u671f\u6216\u5185\u90e8 AI \u670d\u52a1\u800c\u8a00\uff0c\u4ece\u80fd\u591f\u6ee1\u8db3\u5f53\u524d\u6a21\u578b\u663e\u5b58\u4e0e\u541e\u5410\u9700\u6c42\u7684\u5355 GPU \u7f8e\u56fd\u8282\u70b9\u8d77\u6b65\uff0c\u662f\u6700\u7b80\u6d01\u3001\u4e5f\u6700\u6613\u6f14\u8fdb\u7684\u9009\u62e9\u3002\u6574\u4e2a\u7cfb\u7edf\u62d3\u6251\u6e05\u6670\uff0c\u6210\u672c\u4e5f\u66f4\u5bb9\u6613\u968f\u4e1a\u52a1\u5b9e\u9645\u4f7f\u7528\u91cf\u7ebf\u6027\u589e\u957f\u3002\n <\/li>\n
                            • \n \u53ea\u6709\u5f53\u6a21\u578b\u4f53\u91cf\u3001\u4e25\u683c\u5ef6\u8fdf\u6307\u6807\u6216\u6781\u7aef\u5e76\u53d1\u8981\u6c42\u660e\u786e\u51fa\u73b0\u65f6\uff0c\u518d\u9010\u6b65\u5f15\u5165\u591a GPU \u670d\u52a1\u5668\u3002\u628a\u5b83\u4eec\u89c6\u4f5c\u9488\u5bf9\u7279\u6b8a\u8d1f\u8f7d\u7684\u201c\u4e13\u9879\u8d44\u6e90\u201d\uff0c\u800c\u4e0d\u662f\u6240\u6709\u573a\u666f\u7684\u9ed8\u8ba4\u9009\u9879\u3002\n <\/li>\n
                            • \n \u57fa\u4e8e\u6570\u636e\u8fed\u4ee3\uff0c\u800c\u4e0d\u662f\u57fa\u4e8e\u9884\u8bbe\u4fe1\u5ff5\u8fed\u4ee3\u3002\u6301\u7eed\u5256\u6790\u63a8\u7406\u884c\u4e3a\uff0c\u6bd4\u8f83\u5355\u5361\u4e0e\u591a\u5361\u8282\u70b9\u7684\u771f\u5b9e\u5229\u7528\u7387\u4e0e\u6210\u672c\u8868\u73b0\uff0c\u52a8\u6001\u8c03\u6574\u4f60\u7684\u90e8\u7f72\u5e03\u5c40\uff0c\u800c\u4e0d\u662f\u8fc7\u65e9\u9501\u6b7b\u5728\u67d0\u4e00\u79cd\u5355\u4e00\u6a21\u5f0f\u3002\n <\/li>\n<\/ul>\n

                              \n \u5f52\u6839\u7ed3\u5e95\uff0c\u5728\u7f8e\u56fd\u673a\u623f\u4e2d\u9009\u62e9\u5355 GPU \u670d\u52a1\u5668\u8fd8\u662f\u591a GPU \u673a\u5668\uff0c\u5e76\u4e0d\u662f\u4e00\u4e2a\u5173\u4e8e\u201c\u4fe1\u4ef0\u201d\u7684\u95ee\u9898\uff0c\u800c\u662f\u4e00\u4e2a\u5173\u4e8e\u5339\u914d\u5ea6\u7684\u95ee\u9898\uff1a\u5408\u9002\u7684\u67b6\u6784\u5e94\u8be5\u771f\u5b9e\u6620\u5c04\u4f60\u7684\u8d1f\u8f7d\u5f62\u72b6\uff0c\u968f\u7740\u6d41\u91cf\u81ea\u7136\u751f\u957f\uff0c\u800c\u4e0d\u662f\u9884\u5148\u4e3a\u5047\u60f3\u6d41\u91cf\u57cb\u5355\uff0c\u540c\u65f6\u5c0a\u91cd\u5de5\u7a0b\u5e08\u65f6\u95f4\u4e0e\u9884\u7b97\u7684\u53cc\u91cd\u7ea6\u675f\u3002\n <\/p>\n","protected":false},"excerpt":{"rendered":"

                              \u5bf9\u4e8e\u6b63\u5728\u5c06 AI \u63a8\u7406 \u63a8\u5411\u751f\u4ea7\u73af\u5883\u7684\u5de5\u7a0b\u56e2\u961f\u6765\u8bf4\uff0c\u201c\u5728\u7f8e\u56fd\u6570\u636e\u4e2d\u5fc3\u9009\u62e9\u5355 GPU \u8282\u70b9\u8fd8\u662f\u591a GPU \u670d\u52a1\u5668\u201d\u7edd\u4e0d\u662f\u4e00\u4e2a\u5b66\u672f\u95ee\u9898\uff1b\u5b83\u76f4\u63a5\u51b3\u5b9a\u4e86\u5ef6\u8fdf\u3001\u6210\u672c\u4ee5\u53ca\u6545\u969c\u5f71\u54cd\u8303\u56f4\u3002\u4f60\u9009\u62e9\u5728 \u7f8e\u56fd GPU \u670d\u52a1\u5668 \u4e0a\u90e8\u7f72\u7d27\u51d1\u7684\u5355\u5361\u4e3b\u673a\uff0c\u8fd8\u662f\u9ad8\u89c4\u683c\u7684\u591a\u5361\u8282\u70b9\uff0c\u5c06\u6df1\u523b\u5f71\u54cd\u540e\u7eed\u7684\u670d\u52a1\u5668\u79df\u7528\u7b56\u7565\u3001\u6269\u5bb9\u65b9\u5f0f\u3001\u6545\u969c\u5207\u6362\u65b9\u6848\u4ee5\u53ca\u9884\u7b97\u63a7\u5236\u3002\u5728\u8fd9\u7bc7\u6587\u7ae0\u4e2d\uff0c\u6211\u4eec\u4f1a\u4fdd\u6301\u52a1\u5b9e\u4e14\u5e26\u6709\u5de5\u7a0b\u5e08\u89c6\u89d2\u7684\u89c2\u70b9\uff0c\u628a\u771f\u5b9e\u8d1f\u8f7d\u6620\u5c04\u5230\u7f8e\u56fd\u673a\u623f\u4e2d\u7684\u5177\u4f53\u90e8\u7f72\u6a21\u5f0f\u4e0a\uff0c\u5e76\u805a\u7126\u5728\u4e00\u4ef6\u4e8b\uff1a\u5f53\u771f\u5b9e\u6d41\u91cf\u6253\u5230\u4f60\u7684 API \u4e0a\u65f6\uff0c\u7a76\u7adf\u4ec0\u4e48\u624d\u662f\u5173\u952e\u3002 1. \u4e3a\u4ec0\u4e48\u8981\u5728\u7f8e\u56fd GPU \u670d\u52a1\u5668\u4e0a\u90e8\u7f72 AI \u63a8\u7406\uff1f \u5168\u7403\u8986\u76d6\u4e0e\u7a33\u5b9a\u9aa8\u5e72\u7f51\u7edc\u3002 \u5927\u578b\u7f8e\u56fd\u6570\u636e\u4e2d\u5fc3\u901a\u5e38\u7d27\u90bb\u4e00\u7ea7\u9aa8\u5e72\u7f51\u8fd0\u8425\u5546\u4e0e\u4e3b\u6d41\u4e91\u670d\u52a1\u533a\u57df\uff0c\u8fd9\u4f7f\u5f97\u5f53\u4f60\u7684\u7528\u6237\u5206\u5e03\u5728\u5317\u7f8e\u4e0e\u6b27\u6d32\u65f6\uff0c\u5f80\u8fd4\u65f6\u5ef6\u66f4\u52a0\u53ef\u9884\u6d4b\u3002\u5982\u679c\u4f60\u7684\u63a8\u7406 API \u9700\u8981\u548c\u5176\u4ed6\u6258\u7ba1\u5728\u7f8e\u56fd\u7684\u670d\u52a1\u8fdb\u884c\u96c6\u6210\uff0c\u540c\u533a\u57df\u90e8\u7f72\u53ef\u4ee5\u907f\u514d\u5f88\u591a\u4e0d\u5fc5\u8981\u7684\u7f51\u7edc\u8df3\u6570\u3002 \u786c\u4ef6\u9009\u62e9\u7075\u6d3b\u3002 \u5728\u7f8e\u56fd\u673a\u623f\uff0c\u4f60\u901a\u5e38\u80fd\u627e\u5230\u975e\u5e38\u4e30\u5bcc\u7684\u52a0\u901f\u5361\u9009\u62e9\uff1a\u4ef7\u683c\u53cb\u597d\u7684\u8001\u578b\u53f7\uff08T4\u3001P40\uff09\uff0c\u4e2d\u7aef\u4e3b\u529b\uff08A10\u3001L4\u3001RTX 40 \u7cfb\u5217\uff09\uff0c\u4ee5\u53ca\u65d7\u8230\u7ea7\u522b\u7684 A100\u3001H100\u3001L40S \u7b49\u3002\u8fd9\u79cd\u7075\u6d3b\u6027\u8ba9\u4f60\u53ef\u4ee5\u9488\u5bf9\u4e0d\u540c\u6a21\u578b\u5339\u914d\u4e0d\u540c GPU \u89c4\u683c\uff0c\u800c\u4e0d\u5fc5\u4e3a\u4e00\u4e2a\u201c\u4e07\u80fd\u578b\u53f7\u201d\u4ed8\u51fa\u6ea2\u4ef7\u3002 \u6210\u719f\u7684\u6570\u636e\u4e2d\u5fc3\u8fd0\u7ef4\u80fd\u529b\u3002 \u6210\u719f\u7684\u7f8e\u56fd\u673a\u623f\u5728\u673a\u67dc\u529f\u7387\u5bc6\u5ea6\u3001\u6563\u70ed\u80fd\u529b\u4ee5\u53ca\u786c\u4ef6\u66f4\u6362\u6d41\u7a0b\u65b9\u9762\uff0c\u901a\u5e38\u90fd\u5df2\u7ecf\u9488\u5bf9 GPU \u5bc6\u96c6\u578b\u673a\u67b6\u505a\u8fc7\u5145\u5206\u4f18\u5316\u3002\u8fd9\u610f\u5473\u7740\u4f60\u66f4\u5c11\u9047\u5230\u70ed\u964d\u9891\u3001\u5f02\u5e38\u964d\u9891\uff0c\u6216\u8005\u5728\u6301\u7eed\u9ad8\u8d1f\u8f7d\u4e0b\u53d1\u751f\u7684\u4f9b\u7535\u95ee\u9898\u3002 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