CPU\u64c5\u9577\u4e32\u5217\u8655\u7406\u8207\u8cc7\u6599\u524d\u7f6e\u8655\u7406\uff0c\u800cGPU\u5728\u6df1\u5ea6\u795e\u7d93\u7db2\u8def\u8a13\u7df4\u95dc\u9375\u7684\u5e73\u884c\u5f35\u91cf\u904b\u7b97\u4e2d\u8868\u73fe\u7a81\u51fa\u3002<\/p>\n

\n
• CPU\u9078\u578b\u8003\u91cf\uff1aIntel Xeon\u7cfb\u5217\u7b49\u591a\u6838\u67b6\u69cb\u9069\u7528\u65bc\u8cc7\u6599\u63a5\u5165\u7ba1\u7dda\uff0c\u6642\u8108\u983b\u7387\u8207\u5feb\u53d6\u5927\u5c0f\u6703\u5f71\u97ff\u524d\u7f6e\u8655\u7406\u541e\u5410\u91cf<\/li>\n
• GPU\u9078\u578b\u8003\u91cf\uff1aNVIDIA\u7522\u54c1\u7dda\u63d0\u4f9b\u591a\u6a23\u5316\u9078\u64c7\u2014\u2014RTX\u7cfb\u5217\u6027\u50f9\u6bd4\u9ad8\uff0c\u9069\u5408\u5e38\u898f\u8a13\u7df4\uff1bA\u7cfb\u5217\u6548\u80fd\u5f37\u52c1\uff0c\u9069\u7528\u65bc\u5927\u898f\u6a21\u5206\u6563\u5f0f\u5834\u666f\u4e0b\u7684\u9ad8\u6548\u80fd\u904b\u7b97<\/li>\n<\/ul>\n

  \u8a18\u61b6\u9ad4\u8207\u5132\u5b58\uff1a\u5e73\u8861\u5bb9\u91cf\u8207\u901f\u5ea6<\/h3>\n

  \u8a18\u61b6\u9ad4\u4e0d\u8db3\u6703\u5c0e\u81f4\u983b\u7e41\u78c1\u789f\u4ea4\u63db\uff0c\u800c\u5132\u5b58\u901f\u5ea6\u904e\u6162\u5247\u6703\u6210\u70ba\u8cc7\u6599\u8f09\u5165\u7684\u74f6\u9838\u3002\u4ee5\u4e0b\u70ba\u6700\u4f73\u5be6\u8e10\u5efa\u8b70\uff1a<\/p>\n

  \n
  1. \u591a\u6578\u6a21\u578b\u9700\u81f3\u5c1132GB\u8a18\u61b6\u9ad4\uff0c\u5927\u578b\u8a9e\u8a00\u6a21\u578b\u6216\u8907\u96dc\u8996\u89ba\u4efb\u52d9\u9700\u64f4\u5145\u81f3128GB\u53ca\u4ee5\u4e0a<\/li>\n
  2. \u63a1\u7528NVMe SSD\u5132\u5b58\u8cc7\u6599\u96c6\u4ee5\u5be6\u73fe\u4e9e\u6beb\u79d2\u7d1a\u5b58\u53d6\u901f\u5ea6\uff0cHDD\u50c5\u9069\u7528\u65bc\u51b7\u8cc7\u6599\u5132\u5b58<\/li>\n
  3. \u4f7f\u7528NVIDIA nvprof\u7b49\u8a18\u61b6\u9ad4\u5206\u6790\u5de5\u5177\u8b58\u5225\u8a18\u61b6\u9ad4\u914d\u7f6e\u6548\u7387\u554f\u984c<\/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

     \u4f5c\u696d\u7cfb\u7d71\u8207\u8edf\u9ad4\u5806\u758a\u6700\u4f73\u5316<\/strong><\/h2>\n

     \u4f5c\u696d\u7cfb\u7d71\u7684\u9078\u64c7\u6703\u5f71\u97ff\u6846\u67b6\u76f8\u5bb9\u6027\u8207\u958b\u767c\u6d41\u7a0b\uff1a<\/p>\n

     Linux\u8207Windows\uff1a\u751f\u614b\u7cfb\u7d71\u7684\u9078\u64c7<\/h3>\n

     Ubuntu 20.04 LTS\u7b49Linux\u767c\u884c\u7248\u4ecd\u662f\u6df1\u5ea6\u5b78\u7fd2\u9818\u57df\u7684\u9996\u9078\uff0c\u539f\u56e0\u5305\u62ec\uff1a<\/p>\n

     \n
     • \u5c0dGPU\u9a45\u52d5\u8207\u5f00\u6e90\u5de5\u5177\u93c8\u7684\u539f\u751f\u652f\u63f4<\/li>\n
     • \u900f\u904esystemd\u3001nmon\u7b49\u547d\u4ee4\u5217\u5de5\u5177\u5be6\u73fe\u66f4\u512a\u7684\u8cc7\u6e90\u7ba1\u7406<\/li>\n
     • \u8207Docker\u3001Kubernetes\u7b49\u5bb9\u5668\u5316\u6280\u8853\u7684\u7121\u7e2b\u6574\u5408<\/li>\n<\/ul>\n

       Windows\u74b0\u5883\u96d6\u4e0d\u5e38\u898b\uff0c\u4f46\u9069\u7528\u65bc\u4f9d\u8cf4PyCharm\u8996\u89ba\u5316\u5206\u6790\u5668\u7b49\u5716\u5f62\u5316\u9664\u932f\u5de5\u5177\u7684\u5718\u968a\uff0c\u9700\u900f\u904eWSL2\u642d\u5efa\u6df7\u5408\u5de5\u4f5c\u6d41\u7a0b\u3002<\/p>\n

       \u76f8\u4f9d\u6027\u7248\u672c\u63a7\u5236<\/h3>\n

       \u7ba1\u7406\u8edf\u9ad4\u76f8\u4f9d\u6027\u662f\u907f\u514d\u76f8\u5bb9\u6027\u554f\u984c\u7684\u95dc\u9375\uff1a<\/p>\n

       \n
       1. \u63a1\u7528\u8a9e\u7fa9\u5316\u7248\u672c\uff08MAJOR.MINOR.PATCH\uff09\u8a55\u4f30\u7834\u58de\u6027\u8b8a\u66f4\u98a8\u96aa<\/li>\n
       2. \u4f7f\u7528Anaconda\u6216Pipenv\u9694\u96e2\u74b0\u5883\uff0c\u9632\u6b62\u5957\u4ef6\u885d\u7a81<\/li>\n
       3. \u900f\u904e\u9396\u5b9a\u6a94\u6848\uff08\u5982environment.yml\u6216requirements.txt\uff09\u81ea\u52d5\u5316\u76f8\u4f9d\u6027\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

          \u5340\u57df\u4f3a\u670d\u5668\u90e8\u7f72\u7684\u6230\u7565\u512a\u52e2<\/strong><\/h2>\n

          \u4f3a\u670d\u5668\u7684\u5730\u7406\u90e8\u7f72\u4f4d\u7f6e\u6703\u5f71\u97ff\u5ef6\u9072\u3001\u6cd5\u898f\u9075\u5faa\u6027\u8207\u6210\u672c\u2014\u2014\u9019\u4e9b\u56e0\u7d20\u5728\u57f7\u884c\u74b0\u5883\u8a2d\u8a08\u4e2d\u5e38\u88ab\u5ffd\u8996\u3002<\/p>\n

          \u5340\u57df\u4f3a\u670d\u5668\u79df\u7528\u7684\u95dc\u9375\u8003\u91cf<\/h3>\n

          \n
          • \u7db2\u8def\u5ef6\u9072\uff1a\u9760\u8fd1\u8cc7\u6599\u4f86\u6e90\uff08\u5982\u4f9d\u6258\u9999\u6e2f\u4f3a\u670d\u5668\u79df\u7528\u8a2d\u65bd\u5be6\u73fe\u5c0d\u570b\u969b\u8cc7\u6599\u96c6\u7684\u4f4e\u5ef6\u9072\u5b58\u53d6\uff09<\/li>\n
          • \u6cd5\u898f\u9075\u5faa\u6027\uff1a\u900f\u904e\u5728\u5730\u5316\u5132\u5b58\u6eff\u8db3GDPR\u6216\u9999\u6e2f\u300a\u500b\u4eba\u8cc7\u6599\uff08\u79c1\u96b1\uff09\u689d\u4f8b\u300b\u7b49\u8cc7\u6599\u96b1\u79c1\u6cd5\u898f\u8981\u6c42<\/li>\n
          • \u6210\u672c\u6700\u4f73\u5316\uff1a\u5e73\u8861\u80fd\u6e90\u6548\u7387\u8207\u4f3a\u670d\u5668\u4ee3\u7ba1\u8cbb\u7528\uff0c\u9999\u6e2f\u7b49\u5340\u57df\u7684\u9ad8\u983b\u5bec\u57fa\u790e\u8a2d\u65bd\u5177\u6709\u6027\u50f9\u6bd4\u512a\u52e2<\/li>\n<\/ul>\n

            \u672c\u6a5f\u8207\u96f2\u7aef\u7bc0\u9ede\u6df7\u5408\u67b6\u69cb<\/h3>\n

            \u7d50\u5408\u672c\u6a5f\u786c\u9ad4\u8207\u96f2\u7aef\u8cc7\u6e90\u53ef\u5be6\u73fe\u9748\u6d3b\u7684\u5de5\u4f5c\u6d41\u7a0b\uff1a<\/p>\n

            \n
            1. \u4f7f\u7528\u672c\u6a5f\u4f3a\u670d\u5668\u57f7\u884c\u904b\u7b97\u5bc6\u96c6\u578b\u8a13\u7df4\u4efb\u52d9<\/li>\n
            2. \u5c07\u63a8\u8ad6\u4efb\u52d9\u5378\u8f09\u81f3\u96f2\u7aef\u57f7\u884c\u500b\u9ad4\u4ee5\u5be6\u73fe\u5f48\u6027\u64f4\u5145<\/li>\n
            3. \u900f\u904eKubernetes\u7de8\u6392\u6df7\u5408\u67b6\u69cb\u4e2d\u7684\u8cc7\u6e90\u914d\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

               \u5bb9\u5668\u5316\u8207\u7de8\u6392\u6700\u4f73\u5be6\u8e10<\/strong><\/h2>\n

               Docker\u8207Kubernetes\u5fb9\u5e95\u6539\u8b8a\u4e86\u57f7\u884c\u74b0\u5883\u7684\u53ef\u5fa9\u73fe\u6027\u8207\u53ef\u64f4\u5145\u6027\uff1a<\/p>\n

               \n
               • Docker\u6620\u50cf\u6a94\u6700\u4f73\u5316\uff1a\u6e1b\u5c11\u5c64\u6578\u91cf\u3001\u63a1\u7528\u591a\u968e\u6bb5\u5efa\u69cb\u4ee5\u7e2e\u5c0f\u6620\u50cf\u6a94\u9ad4\u7a4d<\/li>\n
               • Kubernetes\u6392\u7a0b\uff1a\u61c9\u7528\u7bc0\u9ede\u89aa\u548c\u6027\u898f\u5247\uff0c\u78ba\u4fddGPU\u52a0\u901f\u578bPod\u90e8\u7f72\u81f3\u76f8\u5bb9\u786c\u9ad4<\/li>\n
               • \u7db2\u8def\u914d\u7f6e\uff1a\u5229\u7528\u5340\u57dfDNS\u670d\u52d9\u5be6\u73fe\u5bb9\u5668\u9593\u4f4e\u5ef6\u9072\u901a\u8a0a<\/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-\u74b0\u5883\u5339\u914d\u65b9\u6cd5<\/strong><\/h2>\n

                 \u6309\u7cfb\u7d71\u6d41\u7a0b\u5c07\u5c08\u6848\u9700\u6c42\u8207\u57fa\u790e\u8a2d\u65bd\u80fd\u529b\u5c0d\u9f4a\uff1a<\/p>\n

                 \n
                 1. \u660e\u78ba\u5de5\u4f5c\u8ca0\u8f09\u9700\u6c42<\/strong>\uff1a\u5c0d\u4efb\u52d9\u5206\u985e\uff08\u5982\u5f71\u50cf\u5206\u985e\u3001\u5e8f\u5217\u751f\u6210\uff09\uff0c\u78ba\u5b9a\u904b\u7b97\u8207\u8a18\u61b6\u9ad4\u9700\u6c42<\/li>\n
                 2. \u9078\u64c7\u6846\u67b6\u9069\u914d\u7684\u786c\u9ad4<\/strong>\uff1aTensorFlow\u5206\u6563\u5f0f\u8a13\u7df4\u642d\u914d\u591aGPU\u7bc0\u9ede\uff0cPyTorch\u55ae\u7bc0\u9ede\u8a13\u7df4\u642d\u914d\u4e2d\u968eGPU<\/li>\n
                 3. \u6700\u4f73\u5316\u4f5c\u696d\u7cfb\u7d71\u8207\u8edf\u9ad4\u5806\u758a<\/strong>\uff1aLinux\u74b0\u5883\u63a1\u7528\u9810\u5148\u914d\u7f6eCUDA\u5de5\u5177\u93c8\u7684Ubuntu\u6620\u50cf\u6a94\uff0cWindows Server\u74b0\u5883\u6700\u4f73\u5316DirectX<\/li>\n
                 4. \u8a2d\u8a08\u5bb9\u5668\u5316\u7b56\u7565<\/strong>\uff1a\u5c07\u74b0\u5883\u6253\u5305\u70baDocker\u5bb9\u5668\u4ee5\u5be6\u73fe\u53ef\u651c\u6027\uff0c\u7d50\u5408Kubernetes\u9032\u884c\u53e2\u96c6\u7ba1\u7406<\/li>\n
                 5. \u5229\u7528\u5340\u57df\u57fa\u790e\u8a2d\u65bd\u512a\u52e2<\/strong>\uff1a\u9078\u64c7\u80fd\u964d\u4f4e\u8cc7\u6599\u50b3\u8f38\u5ef6\u9072\u3001\u7b26\u5408\u898f\u7bc4\u8981\u6c42\u7684\u4f3a\u670d\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\u8207\u6548\u80fd\u9a57\u8b49<\/strong><\/h2>\n

                    \u5e73\u8861\u9810\u7b97\u8207\u6548\u80fd\u9700\u5236\u8a02\u7b56\u7565\u898f\u5283\uff1a<\/p>\n

                    \u6210\u672c\u6700\u4f73\u5316\u6280\u5de7<\/h3>\n

                    \n
                    • \u5f48\u6027\u64f4\u5145\uff1a\u6839\u64da\u8a13\u7df4\u9031\u671f\u5728\u96a8\u9078\u57f7\u884c\u500b\u9ad4\u8207\u9810\u7559\u57f7\u884c\u500b\u9ad4\u9593\u5207\u63db<\/li>\n
                    • \u8cc7\u6e90\u96c6\u6c60\u5316\uff1a\u900f\u904e\u5bb9\u5668\u9694\u96e2\u6280\u8853\u5be6\u73fe\u591a\u5c08\u6848\u5171\u4eabGPU\u8cc7\u6e90<\/li>\n
                    • \u5132\u5b58\u5206\u5c64\uff1a\u5c07\u4e0d\u5e38\u5b58\u53d6\u7684\u8cc7\u6599\u96c6\u9077\u79fb\u81f3\u4f4e\u6210\u672cHDD\u5132\u5b58<\/li>\n<\/ul>\n

                      \u6548\u80fd\u57fa\u6e96\u6e2c\u8a66<\/h3>\n

                      \u900f\u904e\u4ee5\u4e0b\u5de5\u5177\u9a57\u8b49\u57f7\u884c\u74b0\u5883\u914d\u7f6e\uff1a<\/p>\n

                      \n
                      1. \u4f7f\u7528TensorFlow Benchmark\u6e2c\u8a66\u4e0d\u540c\u6279\u6b21\u5927\u5c0f\u4e0b\u7684\u8a13\u7df4\u541e\u5410\u91cf<\/li>\n
                      2. \u900f\u904ePyTorch Profiler\u8b58\u5225\u52d5\u614b\u5716\u4e2d\u7684\u904b\u7b97\u74f6\u9838<\/li>\n
                      3. \u63a1\u7528iperf3\u7b49\u7db2\u8def\u8a3a\u65b7\u5de5\u5177\u6e2c\u8a66\u5206\u6563\u5f0f\u74b0\u5883\u4e2d\u7684\u7bc0\u9ede\u9593\u901a\u8a0a\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

                         \u57f7\u884c\u74b0\u5883\u6700\u4f73\u5316\u500b\u6848\u5206\u6790<\/strong><\/h2>\n

                         \u4ee5\u4e0b\u5be6\u969b\u500b\u6848\u5c55\u793a\u4e86\u9ad8\u6548\u7684\u57f7\u884c\u74b0\u5883\u9078\u64c7\u65b9\u6848\uff1a<\/p>\n

                         \u96fb\u8166\u8996\u89ba\u65b0\u5275\u516c\u53f8<\/h3>\n

                         \u67d0\u516c\u53f8\u63a1\u7528PyTorch\u9032\u884c\u5f71\u50cf\u5206\u5272\uff0c\u90e8\u7f72\u7684\u53e2\u96c6\u914d\u7f6e\u5982\u4e0b\uff1a<\/p>\n

                         \n
                         • 2\u584aRTX 3090 GPU\uff0c\u7528\u65bc\u5e73\u884c\u6279\u6b21\u8655\u7406<\/li>\n
                         • 128GB\u8a18\u61b6\u9ad4\uff0c\u652f\u63f4\u8a18\u61b6\u9ad4\u4e2d\u8655\u7406\u5927\u578b\u5f71\u50cf\u8cc7\u6599\u96c6<\/li>\n
                         • \u9999\u6e2f\u4f3a\u670d\u5668\u4ee3\u7ba1\u8a2d\u65bd\uff0c\u5be6\u73fe\u5c0d\u570b\u969b\u5f71\u50cf\u5eab\u7684\u4f4e\u5ef6\u9072\u5b58\u53d6<\/li>\n<\/ul>\n

                           \u7d50\u679c\uff1a\u8cc7\u6599\u524d\u7f6e\u8655\u7406\u548c\u6a21\u578b\u6536\u6582\u901f\u5ea6\u6bd4\u901a\u7528\u96f2\u7aef\u914d\u7f6e\u5feb40%\u3002<\/p>\n

                           \u91d1\u878d\u9818\u57dfNLP\u5c08\u6848<\/h3>\n

                           \u67d0\u5c08\u6848\u63a1\u7528TensorFlow\u5efa\u69cb\u91d1\u878d\u6587\u4ef6\u60c5\u611f\u5206\u6790\u6a21\u578b\uff0c\u914d\u7f6e\u5982\u4e0b\uff1a<\/p>\n

                           \n
                           • Intel Xeon Platinum CPU\uff0c\u7528\u65bc\u9ad8\u6548\u6587\u5b57\u5206\u8a5e<\/li>\n
                           • Tesla T4 GPU\uff0c\u7528\u65bc\u6cd5\u898f\u9075\u5faa\u654f\u611f\u74b0\u5883\u4e2d\u7684\u63a8\u8ad6\u6700\u4f73\u5316<\/li>\n
                           • \u52a0\u5bc6\u4f3a\u670d\u5668\u4ee3\u7ba1\u5132\u5b58\uff0c\u7b26\u5408PCI-DSS\u6a19\u6e96<\/li>\n<\/ul>\n

                             \u6210\u679c\uff1a\u5be6\u73fe\u6ee1\u8db3\u56b4\u683c\u91d1\u878d\u76e3\u7ba1\u8981\u6c42\u7684\u5b89\u5168\u3001\u4f4e\u5ef6\u9072\u63a8\u8ad6\u670d\u52d9\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

                             \u7d50\u8a9e\uff1a\u5efa\u69cb\u9762\u5411\u672a\u4f86\u7684\u57fa\u790e\u8a2d\u65bd<\/strong><\/h2>\n

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