CPU\u64c5\u957f\u4e32\u884c\u5904\u7406\u4e0e\u6570\u636e\u9884\u5904\u7406\uff0c\u800cGPU\u5728\u6df1\u5ea6\u5b66\u4e60\u6a21\u578b\u8bad\u7ec3\u5173\u952e\u7684\u5e76\u884c\u5f20\u91cf\u8fd0\u7b97\u4e2d\u8868\u73b0\u7a81\u51fa\u3002<\/p>\n

\n
• CPU\u9009\u578b\u8003\u91cf\uff1aIntel Xeon\u7cfb\u5217\u7b49\u591a\u6838\u67b6\u6784\u9002\u7528\u4e8e\u6570\u636e\u63a5\u5165\u6d41\u6c34\u7ebf\uff0c\u65f6\u949f\u9891\u7387\u4e0e\u7f13\u5b58\u5927\u5c0f\u4f1a\u5f71\u54cd\u9884\u5904\u7406\u541e\u5410\u91cf<\/li>\n
• GPU\u9009\u578b\u8003\u91cf\uff1aNVIDIA\u4ea7\u54c1\u7ebf\u63d0\u4f9b\u591a\u6837\u5316\u9009\u62e9\u2014\u2014RTX\u7cfb\u5217\u6027\u4ef7\u6bd4\u9ad8\uff0c\u9002\u5408\u5e38\u89c4\u8bad\u7ec3\uff1bA\u7cfb\u5217\u6027\u80fd\u5f3a\u52b2\uff0c\u9002\u7528\u4e8e\u5927\u89c4\u6a21\u5206\u5e03\u5f0f\u573a\u666f\u4e0b\u7684\u9ad8\u6027\u80fd\u8ba1\u7b97<\/li>\n<\/ul>\n

  \u5185\u5b58\u4e0e\u5b58\u50a8\uff1a\u5e73\u8861\u5bb9\u91cf\u4e0e\u901f\u5ea6<\/h3>\n

  \u5185\u5b58\u4e0d\u8db3\u4f1a\u5bfc\u81f4\u9891\u7e41\u78c1\u76d8\u4ea4\u6362\uff0c\u800c\u5b58\u50a8\u901f\u5ea6\u8fc7\u6162\u5219\u4f1a\u6210\u4e3a\u6570\u636e\u52a0\u8f7d\u7684\u74f6\u9888\u3002\u4ee5\u4e0b\u4e3a\u6700\u4f73\u5b9e\u8df5\u5efa\u8bae\uff1a<\/p>\n

  \n
  1. \u591a\u6570\u6a21\u578b\u9700\u81f3\u5c1132GB\u5185\u5b58\uff0c\u5927\u578b\u8bed\u8a00\u6a21\u578b\u6216\u590d\u6742\u89c6\u89c9\u4efb\u52a1\u9700\u6269\u5c55\u81f3128GB\u53ca\u4ee5\u4e0a<\/li>\n
  2. \u91c7\u7528NVMe SSD\u5b58\u50a8\u6570\u636e\u96c6\u4ee5\u5b9e\u73b0\u4e9a\u6beb\u79d2\u7ea7\u8bbf\u95ee\u901f\u5ea6\uff0cHDD\u4ec5\u9002\u7528\u4e8e\u51b7\u6570\u636e\u5b58\u50a8<\/li>\n
  3. \u4f7f\u7528NVIDIA nvprof\u7b49\u5185\u5b58\u5206\u6790\u5de5\u5177\u8bc6\u522b\u5185\u5b58\u5206\u914d\u6548\u7387\u95ee\u9898<\/li>\n<\/ol>\n

     [\/vc_column_text][\/vc_column][\/vc_row][vc_row el_class=”blog-detail-section”][vc_column][vc_column_text css=””]<\/p>\n

     \u64cd\u4f5c\u7cfb\u7edf\u4e0e\u8f6f\u4ef6\u6808\u4f18\u5316<\/strong><\/h2>\n

     \u64cd\u4f5c\u7cfb\u7edf\u7684\u9009\u62e9\u4f1a\u5f71\u54cd\u6846\u67b6\u517c\u5bb9\u6027\u4e0e\u5f00\u53d1\u6d41\u7a0b\uff1a<\/p>\n

     Linux\u4e0eWindows\uff1a\u751f\u6001\u7cfb\u7edf\u7684\u9009\u62e9<\/h3>\n

     Ubuntu 20.04 LTS\u7b49Linux\u53d1\u884c\u7248\u4ecd\u662f\u6df1\u5ea6\u5b66\u4e60\u9886\u57df\u7684\u9996\u9009\uff0c\u539f\u56e0\u5305\u62ec\uff1a<\/p>\n

     \n
     • \u5bf9GPU\u9a71\u52a8\u4e0e\u5f00\u6e90\u5de5\u5177\u94fe\u7684\u539f\u751f\u652f\u6301<\/li>\n
     • \u901a\u8fc7systemd\u3001nmon\u7b49\u547d\u4ee4\u884c\u5de5\u5177\u5b9e\u73b0\u66f4\u4f18\u7684\u8d44\u6e90\u7ba1\u7406<\/li>\n
     • \u4e0eDocker\u3001Kubernetes\u7b49\u5bb9\u5668\u5316\u6280\u672f\u7684\u65e0\u7f1d\u96c6\u6210<\/li>\n<\/ul>\n

       Windows\u73af\u5883\u867d\u4e0d\u5e38\u89c1\uff0c\u4f46\u9002\u7528\u4e8e\u4f9d\u8d56PyCharm\u53ef\u89c6\u5316\u5206\u6790\u5668\u7b49\u56fe\u5f62\u5316\u8c03\u8bd5\u5de5\u5177\u7684\u56e2\u961f\uff0c\u9700\u901a\u8fc7WSL2\u642d\u5efa\u6df7\u5408\u5de5\u4f5c\u6d41\u3002<\/p>\n

       \u4f9d\u8d56\u9879\u7248\u672c\u63a7\u5236<\/h3>\n

       \u7ba1\u7406\u8f6f\u4ef6\u4f9d\u8d56\u9879\u662f\u907f\u514d\u517c\u5bb9\u6027\u95ee\u9898\u7684\u5173\u952e\uff1a<\/p>\n

       \n
       1. \u91c7\u7528\u8bed\u4e49\u5316\u7248\u672c\uff08MAJOR.MINOR.PATCH\uff09\u8bc4\u4f30\u7834\u574f\u6027\u53d8\u66f4\u98ce\u9669<\/li>\n
       2. \u4f7f\u7528Anaconda\u6216Pipenv\u9694\u79bb\u73af\u5883\uff0c\u9632\u6b62\u5305\u51b2\u7a81<\/li>\n
       3. \u901a\u8fc7\u9501\u5b9a\u6587\u4ef6\uff08\u5982environment.yml\u6216requirements.txt\uff09\u81ea\u52a8\u5316\u4f9d\u8d56\u9879\u89e3\u6790<\/li>\n<\/ol>\n

          [\/vc_column_text][\/vc_column][\/vc_row][vc_row el_class=”blog-detail-section”][vc_column][vc_column_text css=””]<\/p>\n

          \u533a\u57df\u670d\u52a1\u5668\u90e8\u7f72\u7684\u6218\u7565\u4f18\u52bf<\/strong><\/h2>\n

          \u670d\u52a1\u5668\u7684\u5730\u7406\u90e8\u7f72\u4f4d\u7f6e\u4f1a\u5f71\u54cd\u5ef6\u8fdf\u3001\u5408\u89c4\u6027\u4e0e\u6210\u672c\u2014\u2014\u8fd9\u4e9b\u56e0\u7d20\u5728\u8fd0\u884c\u73af\u5883\u8bbe\u8ba1\u4e2d\u5e38\u88ab\u5ffd\u89c6\u3002<\/p>\n

          \u533a\u57df\u670d\u52a1\u5668\u79df\u7528\u7684\u5173\u952e\u8003\u91cf<\/h3>\n

          \n
          • \u7f51\u7edc\u5ef6\u8fdf\uff1a\u9760\u8fd1\u6570\u636e\u6e90\uff08\u5982\u4f9d\u6258\u9999\u6e2f\u670d\u52a1\u5668\u79df\u7528\u8bbe\u65bd\u5b9e\u73b0\u5bf9\u56fd\u9645\u6570\u636e\u96c6\u7684\u4f4e\u5ef6\u8fdf\u8bbf\u95ee\uff09<\/li>\n
          • \u5408\u89c4\u6027\uff1a\u901a\u8fc7\u672c\u5730\u5316\u5b58\u50a8\u6ee1\u8db3GDPR\u6216\u9999\u6e2f\u300a\u4e2a\u4eba\u8d44\u6599\uff08\u79c1\u9690\uff09\u6761\u4f8b\u300b\u7b49\u6570\u636e\u9690\u79c1\u6cd5\u89c4\u8981\u6c42<\/li>\n
          • \u6210\u672c\u4f18\u5316\uff1a\u5e73\u8861\u80fd\u6e90\u6548\u7387\u4e0e\u670d\u52a1\u5668\u6258\u7ba1\u8d39\u7528\uff0c\u9999\u6e2f\u7b49\u533a\u57df\u7684\u9ad8\u5e26\u5bbd\u57fa\u7840\u8bbe\u65bd\u5177\u6709\u6027\u4ef7\u6bd4\u4f18\u52bf<\/li>\n<\/ul>\n

            \u672c\u5730\u4e0e\u4e91\u8282\u70b9\u6df7\u5408\u67b6\u6784<\/h3>\n

            \u7ed3\u5408\u672c\u5730\u786c\u4ef6\u4e0e\u4e91\u8d44\u6e90\u53ef\u5b9e\u73b0\u7075\u6d3b\u7684\u5de5\u4f5c\u6d41\uff1a<\/p>\n

            \n
            1. \u4f7f\u7528\u672c\u5730\u670d\u52a1\u5668\u6267\u884c\u8ba1\u7b97\u5bc6\u96c6\u578b\u8bad\u7ec3\u4efb\u52a1<\/li>\n
            2. \u5c06\u63a8\u7406\u4efb\u52a1\u5378\u8f7d\u81f3\u4e91\u5b9e\u4f8b\u4ee5\u5b9e\u73b0\u5f39\u6027\u6269\u5c55<\/li>\n
            3. \u901a\u8fc7Kubernetes\u7f16\u6392\u6df7\u5408\u67b6\u6784\u4e2d\u7684\u8d44\u6e90\u5206\u914d<\/li>\n<\/ol>\n

               [\/vc_column_text][\/vc_column][\/vc_row][vc_row el_class=”blog-detail-section”][vc_column][vc_column_text css=””]<\/p>\n

               \u5bb9\u5668\u5316\u4e0e\u7f16\u6392\u6700\u4f73\u5b9e\u8df5<\/strong><\/h2>\n

               Docker\u4e0eKubernetes\u5f7b\u5e95\u6539\u53d8\u4e86\u8fd0\u884c\u73af\u5883\u7684\u53ef\u590d\u73b0\u6027\u4e0e\u53ef\u6269\u5c55\u6027\uff1a<\/p>\n

               \n
               • Docker\u955c\u50cf\u4f18\u5316\uff1a\u51cf\u5c11\u5c42\u6570\u91cf\u3001\u91c7\u7528\u591a\u9636\u6bb5\u6784\u5efa\u4ee5\u7f29\u5c0f\u955c\u50cf\u4f53\u79ef<\/li>\n
               • Kubernetes\u8c03\u5ea6\uff1a\u5e94\u7528\u8282\u70b9\u4eb2\u548c\u6027\u89c4\u5219\uff0c\u786e\u4fddGPU\u52a0\u901f\u578bPod\u90e8\u7f72\u81f3\u517c\u5bb9\u786c\u4ef6<\/li>\n
               • \u7f51\u7edc\u914d\u7f6e\uff1a\u5229\u7528\u533a\u57dfDNS\u670d\u52a1\u5b9e\u73b0\u5bb9\u5668\u95f4\u4f4e\u5ef6\u8fdf\u901a\u4fe1<\/li>\n<\/ul>\n

                 [\/vc_column_text][\/vc_column][\/vc_row][vc_row el_class=”blog-detail-section”][vc_column][vc_column_text css=””]<\/p>\n

                 \u4e94\u6b65\u6846\u67b6-\u73af\u5883\u5339\u914d\u65b9\u6cd5<\/strong><\/h2>\n

                 \u6309\u7cfb\u7edf\u6d41\u7a0b\u5c06\u9879\u76ee\u9700\u6c42\u4e0e\u57fa\u7840\u8bbe\u65bd\u80fd\u529b\u5bf9\u9f50\uff1a<\/p>\n

                 \n
                 1. \u660e\u786e\u5de5\u4f5c\u8d1f\u8f7d\u9700\u6c42<\/strong>\uff1a\u5bf9\u4efb\u52a1\u5206\u7c7b\uff08\u5982\u56fe\u50cf\u5206\u7c7b\u3001\u5e8f\u5217\u751f\u6210\uff09\uff0c\u786e\u5b9a\u8ba1\u7b97\u4e0e\u5185\u5b58\u9700\u6c42<\/li>\n
                 2. \u9009\u62e9\u6846\u67b6\u9002\u914d\u7684\u786c\u4ef6<\/strong>\uff1aTensorFlow\u5206\u5e03\u5f0f\u8bad\u7ec3\u642d\u914d\u591aGPU\u8282\u70b9\uff0cPyTorch\u5355\u8282\u70b9\u8bad\u7ec3\u642d\u914d\u4e2d\u7aefGPU<\/li>\n
                 3. \u4f18\u5316\u64cd\u4f5c\u7cfb\u7edf\u4e0e\u8f6f\u4ef6\u6808<\/strong>\uff1aLinux\u73af\u5883\u91c7\u7528\u9884\u914d\u7f6eCUDA\u5de5\u5177\u94fe\u7684Ubuntu\u955c\u50cf\uff0cWindows Server\u73af\u5883\u4f18\u5316DirectX<\/li>\n
                 4. \u8bbe\u8ba1\u5bb9\u5668\u5316\u7b56\u7565<\/strong>\uff1a\u5c06\u73af\u5883\u6253\u5305\u4e3aDocker\u5bb9\u5668\u4ee5\u5b9e\u73b0\u53ef\u79fb\u690d\u6027\uff0c\u7ed3\u5408Kubernetes\u8fdb\u884c\u96c6\u7fa4\u7ba1\u7406<\/li>\n
                 5. \u5229\u7528\u533a\u57df\u57fa\u7840\u8bbe\u65bd\u4f18\u52bf<\/strong>\uff1a\u9009\u62e9\u80fd\u964d\u4f4e\u6570\u636e\u4f20\u8f93\u5ef6\u8fdf\u3001\u6ee1\u8db3\u5408\u89c4\u8981\u6c42\u7684\u670d\u52a1\u5668\u90e8\u7f72\u4f4d\u7f6e<\/li>\n<\/ol>\n

                    [\/vc_column_text][\/vc_column][\/vc_row][vc_row el_class=”blog-detail-section”][vc_column][vc_column_text css=””]<\/p>\n

                    \u6210\u672c\u7ba1\u7406\u4e0e\u6027\u80fd\u9a8c\u8bc1<\/strong><\/h2>\n

                    \u5e73\u8861\u9884\u7b97\u4e0e\u6027\u80fd\u9700\u5236\u5b9a\u6218\u7565\u89c4\u5212\uff1a<\/p>\n

                    \u6210\u672c\u4f18\u5316\u6280\u5de7<\/h3>\n

                    \n
                    • \u5f39\u6027\u6269\u5c55\uff1a\u6839\u636e\u8bad\u7ec3\u5468\u671f\u5728\u6309\u9700\u5b9e\u4f8b\u4e0e\u9884\u7559\u5b9e\u4f8b\u95f4\u5207\u6362<\/li>\n
                    • \u8d44\u6e90\u6c60\u5316\uff1a\u901a\u8fc7\u5bb9\u5668\u9694\u79bb\u6280\u672f\u5b9e\u73b0\u591a\u9879\u76ee\u5171\u4eabGPU\u8d44\u6e90<\/li>\n
                    • \u5b58\u50a8\u5206\u5c42\uff1a\u5c06\u4e0d\u5e38\u8bbf\u95ee\u7684\u6570\u636e\u96c6\u8fc1\u79fb\u81f3\u4f4e\u6210\u672cHDD\u5b58\u50a8<\/li>\n<\/ul>\n

                      \u6027\u80fd\u57fa\u51c6\u6d4b\u8bd5<\/h3>\n

                      \u901a\u8fc7\u4ee5\u4e0b\u5de5\u5177\u9a8c\u8bc1\u8fd0\u884c\u73af\u5883\u914d\u7f6e\uff1a<\/p>\n

                      \n
                      1. \u4f7f\u7528TensorFlow Benchmark\u6d4b\u8bd5\u4e0d\u540c\u6279\u6b21\u5927\u5c0f\u4e0b\u7684\u8bad\u7ec3\u541e\u5410\u91cf<\/li>\n
                      2. \u901a\u8fc7PyTorch Profiler\u8bc6\u522b\u52a8\u6001\u56fe\u4e2d\u7684\u8ba1\u7b97\u74f6\u9888<\/li>\n
                      3. \u91c7\u7528iperf3\u7b49\u7f51\u7edc\u8bca\u65ad\u5de5\u5177\u6d4b\u8bd5\u5206\u5e03\u5f0f\u73af\u5883\u4e2d\u7684\u8282\u70b9\u95f4\u901a\u4fe1\u901f\u5ea6<\/li>\n<\/ol>\n

                         [\/vc_column_text][\/vc_column][\/vc_row][vc_row el_class=”blog-detail-section”][vc_column][vc_column_text css=””]<\/p>\n

                         \u8fd0\u884c\u73af\u5883\u4f18\u5316\u6848\u4f8b\u5206\u6790<\/strong><\/h2>\n

                         \u4ee5\u4e0b\u5b9e\u9645\u6848\u4f8b\u5c55\u793a\u4e86\u9ad8\u6548\u7684\u8fd0\u884c\u73af\u5883\u9009\u62e9\u65b9\u6848\uff1a<\/p>\n

                         \u8ba1\u7b97\u673a\u89c6\u89c9\u521b\u4e1a\u516c\u53f8<\/h3>\n

                         \u67d0\u516c\u53f8\u91c7\u7528PyTorch\u8fdb\u884c\u56fe\u50cf\u5206\u5272\uff0c\u90e8\u7f72\u7684\u96c6\u7fa4\u914d\u7f6e\u5982\u4e0b\uff1a<\/p>\n

                         \n
                         • 2\u5757RTX 3090 GPU\uff0c\u7528\u4e8e\u5e76\u884c\u6279\u6b21\u5904\u7406<\/li>\n
                         • 128GB\u5185\u5b58\uff0c\u652f\u6301\u5185\u5b58\u4e2d\u5904\u7406\u5927\u578b\u56fe\u50cf\u6570\u636e\u96c6<\/li>\n
                         • \u9999\u6e2f\u670d\u52a1\u5668\u6258\u7ba1\u8bbe\u65bd\uff0c\u5b9e\u73b0\u5bf9\u56fd\u9645\u56fe\u50cf\u5e93\u7684\u4f4e\u5ef6\u8fdf\u8bbf\u95ee<\/li>\n<\/ul>\n

                           \u7ed3\u679c\uff1a\u6570\u636e\u9884\u5904\u7406\u548c\u6a21\u578b\u6536\u655b\u901f\u5ea6\u6bd4\u901a\u7528\u4e91\u914d\u7f6e\u5feb40%\u3002<\/p>\n

                           \u91d1\u878d\u9886\u57dfNLP\u9879\u76ee<\/h3>\n

                           \u67d0\u9879\u76ee\u91c7\u7528TensorFlow\u6784\u5efa\u91d1\u878d\u6587\u6863\u60c5\u611f\u5206\u6790\u6a21\u578b\uff0c\u914d\u7f6e\u5982\u4e0b\uff1a<\/p>\n

                           \n
                           • Intel Xeon Platinum CPU\uff0c\u7528\u4e8e\u9ad8\u6548\u6587\u672c\u5206\u8bcd<\/li>\n
                           • Tesla T4 GPU\uff0c\u7528\u4e8e\u5408\u89c4\u654f\u611f\u73af\u5883\u4e2d\u7684\u63a8\u7406\u4f18\u5316<\/li>\n
                           • \u52a0\u5bc6\u670d\u52a1\u5668\u6258\u7ba1\u5b58\u50a8\uff0c\u7b26\u5408PCI-DSS\u6807\u51c6<\/li>\n<\/ul>\n

                             \u6210\u679c\uff1a\u5b9e\u73b0\u6ee1\u8db3\u4e25\u683c\u91d1\u878d\u76d1\u7ba1\u8981\u6c42\u7684\u5b89\u5168\u3001\u4f4e\u5ef6\u8fdf\u63a8\u7406\u670d\u52a1\u3002<\/p>\n

                             [\/vc_column_text][\/vc_column][\/vc_row][vc_row el_class=”blog-detail-section”][vc_column][vc_column_text css=””]<\/p>\n

                             \u7ed3\u8bed\uff1a\u6784\u5efa\u9762\u5411\u672a\u6765\u7684\u57fa\u7840\u8bbe\u65bd<\/strong><\/h2>\n

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                             Read More…<\/a><\/p>\n","protected":false},"author":1,"featured_media":26356,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"footnotes":""},"categories":[62],"tags":[8523,6017,770,248],"class_list":["post-26364","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-hong-kong-dedicated-server-sc","tag-deep-learning-framework-environment-sc","tag-gpu-selection-sc","tag-server-configuration-sc","tag-hong-kong-server-rental-sc"],"acf":[],"yoast_head":"\n