{"id":7923,"date":"2024-12-17T15:15:36","date_gmt":"2024-12-17T07:15:36","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/7923.html"},"modified":"2024-12-17T15:15:36","modified_gmt":"2024-12-17T07:15:36","slug":"%e5%a4%a7%e6%a8%a1%e5%9e%8b%e6%9c%8d%e5%8a%a1%e5%99%a8%e9%85%8d%e7%bd%ae%e6%9c%89%e4%bb%80%e4%b9%88%e8%be%83%e5%a5%bd%e7%9a%84%e6%8e%a8%e8%8d%90","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/7923.html","title":{"rendered":"\u5927\u6a21\u578b\u670d\u52a1\u5668\u914d\u7f6e\u6709\u4ec0\u4e48\u8f83\u597d\u7684\u63a8\u8350"},"content":{"rendered":"<p style=\"text-align: center\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2024\/12\/20241217071535-676125171d5aa.png\" alt=\"\u5927\u6a21\u578b\u670d\u52a1\u5668\u914d\u7f6e\u6709\u4ec0\u4e48\u8f83\u597d\u7684\u63a8\u8350\" width=\"508\" height=\"345\" border=\"0\" vspace=\"0\" style=\"width: 508px;height: 345px\" \/><\/p>\n<p style=\"text-indent: 2em;text-align: left\">\u5927\u6a21\u578b\u670d\u52a1\u5668\u7684\u914d\u7f6e\u9700\u6c42\u4f1a\u56e0\u5177\u4f53\u7684\u6a21\u578b\u89c4\u6a21\u3001\u5e94\u7528\u573a\u666f\u548c\u6027\u80fd\u8981\u6c42\u800c\u6709\u6240\u4e0d\u540c\u3002\u4ee5\u4e0b\u662f\u4e00\u4e9b\u4e00\u822c\u6027\u7684\u914d\u7f6e\u63a8\u8350\uff1a<\/p>\n<p style=\"text-indent: 2em;text-align: left\"><strong>\u4e00\u3001<span style=\"text-indent: 32px\">\u5927\u6a21\u578b\u670d\u52a1\u5668<span style=\"text-indent: 32px\">\u914d\u7f6e<\/span>\u7684<\/span>\u786c\u4ef6\u90e8\u5206<\/strong><\/p>\n<p style=\"text-indent: 2em;text-align: left\">1. CPU\uff1a<\/p>\n<p style=\"text-indent: 2em;text-align: left\">&nbsp; &nbsp;&#8211; \u5bf9\u4e8e\u8f83\u5927\u89c4\u6a21\u7684\u6a21\u578b\u8bad\u7ec3\u548c\u63a8\u7406\uff0c\u9009\u62e9\u9ad8\u6027\u80fd\u7684\u591a\u6838\u670d\u52a1\u5668\u7ea7 CPU \u662f\u5f88\u91cd\u8981\u7684\u3002\u4f8b\u5982\uff0cIntel Xeon \u53ef\u6269\u5c55\u5904\u7406\u5668\u6216 AMD EPYC \u7cfb\u5217\u5904\u7406\u5668\u3002\u8fd9\u4e9b\u5904\u7406\u5668\u5177\u6709\u8f83\u9ad8\u7684\u6838\u5fc3\u6570\u91cf\u3001\u65f6\u949f\u9891\u7387\u548c\u5927\u5bb9\u91cf\u7684\u7f13\u5b58\uff0c\u80fd\u591f\u5904\u7406\u5927\u91cf\u7684\u6570\u636e\u548c\u590d\u6742\u7684\u8ba1\u7b97\u4efb\u52a1\u3002<\/p>\n<p style=\"text-indent: 2em;text-align: left\">&nbsp; &nbsp;&#8211; \u5982\u679c\u9884\u7b97\u5141\u8bb8\uff0c\u53ef\u4ee5\u8003\u8651\u914d\u7f6e\u591a\u4e2a CPU\uff0c\u4ee5\u63d0\u9ad8\u5e76\u884c\u5904\u7406\u80fd\u529b\u3002<\/p>\n<p style=\"text-indent: 2em;text-align: left\">2. GPU\uff1a<\/p>\n<p style=\"text-indent: 2em;text-align: left\">&nbsp; &nbsp;&#8211; GPU \u5728\u52a0\u901f\u6df1\u5ea6\u5b66\u4e60\u6a21\u578b\u7684\u8bad\u7ec3\u548c\u63a8\u7406\u65b9\u9762\u8d77\u7740\u5173\u952e\u4f5c\u7528\u3002NVIDIA \u7684 GPU \u662f\u76ee\u524d\u6df1\u5ea6\u5b66\u4e60\u9886\u57df\u6700\u5e38\u7528\u7684\u9009\u62e9\uff0c\u5982 NVIDIA A100\u3001H100 \u7b49\u3002\u8fd9\u4e9b GPU \u5177\u6709\u5f3a\u5927\u7684\u8ba1\u7b97\u80fd\u529b\u3001\u9ad8\u5185\u5b58\u5e26\u5bbd\u548c\u4e13\u95e8\u9488\u5bf9\u6df1\u5ea6\u5b66\u4e60\u4f18\u5316\u7684\u786c\u4ef6\u67b6\u6784\u3002<\/p>\n<p style=\"text-indent: 2em;text-align: left\">&nbsp; &nbsp;&#8211; \u6839\u636e\u6a21\u578b\u7684\u89c4\u6a21\u548c\u8ba1\u7b97\u9700\u6c42\uff0c\u53ef\u80fd\u9700\u8981\u914d\u7f6e\u591a\u4e2a GPU\u3002\u53ef\u4ee5\u4f7f\u7528 GPU \u670d\u52a1\u5668\u6216\u901a\u8fc7 PCIe \u6269\u5c55\u69fd\u6dfb\u52a0\u989d\u5916\u7684 GPU\u3002<\/p>\n<p style=\"text-indent: 2em;text-align: left\">3. \u5185\u5b58\uff1a<\/p>\n<p style=\"text-indent: 2em;text-align: left\">&nbsp; &nbsp;&#8211; \u5927\u6a21\u578b\u901a\u5e38\u9700\u8981\u5927\u91cf\u7684\u5185\u5b58\u6765\u5b58\u50a8\u6a21\u578b\u53c2\u6570\u3001\u4e2d\u95f4\u8ba1\u7b97\u7ed3\u679c\u548c\u8f93\u5165\u6570\u636e\u3002\u5efa\u8bae\u914d\u7f6e\u5927\u5bb9\u91cf\u7684\u5185\u5b58\uff0c\u4f8b\u5982 128GB \u6216\u66f4\u9ad8\u3002\u5185\u5b58\u7684\u7c7b\u578b\u548c\u901f\u5ea6\u4e5f\u4f1a\u5f71\u54cd\u6027\u80fd\uff0c\u53ef\u4ee5\u9009\u62e9\u9ad8\u901f\u7684 DDR4 \u6216 DDR5 \u5185\u5b58\u3002<\/p>\n<p style=\"text-indent: 2em;text-align: left\">&nbsp; &nbsp;&#8211; \u5982\u679c\u4f7f\u7528\u591a\u4e2a GPU\uff0c\u786e\u4fdd\u670d\u52a1\u5668\u5177\u6709\u8db3\u591f\u7684\u5185\u5b58\u6765\u652f\u6301 GPU \u4e4b\u95f4\u7684\u6570\u636e\u4f20\u8f93\u548c\u5171\u4eab\u3002<\/p>\n<p style=\"text-indent: 2em;text-align: left\">4. \u5b58\u50a8\uff1a<\/p>\n<p style=\"text-indent: 2em;text-align: left\">&nbsp; &nbsp;&#8211; \u5feb\u901f\u7684\u5b58\u50a8\u7cfb\u7edf\u5bf9\u4e8e\u52a0\u8f7d\u6a21\u578b\u548c\u6570\u636e\u975e\u5e38\u91cd\u8981\u3002\u53ef\u4ee5\u9009\u62e9\u9ad8\u901f\u7684\u56fa\u6001\u786c\u76d8\uff08SSD\uff09\u4f5c\u4e3a\u7cfb\u7edf\u76d8\u548c\u5b58\u50a8\u6a21\u578b\u6587\u4ef6\u7684\u4e3b\u8981\u5b58\u50a8\u8bbe\u5907\u3002NVMe SSD \u5177\u6709\u66f4\u9ad8\u7684\u8bfb\u5199\u901f\u5ea6\uff0c\u53ef\u4ee5\u663e\u8457\u51cf\u5c11\u6570\u636e\u52a0\u8f7d\u65f6\u95f4\u3002<\/p>\n<p style=\"text-indent: 2em;text-align: left\">&nbsp; &nbsp;&#8211; \u5bf9\u4e8e\u5927\u89c4\u6a21\u7684\u6570\u636e\u96c6\uff0c\u53ef\u4ee5\u8003\u8651\u4f7f\u7528\u5b58\u50a8\u533a\u57df\u7f51\u7edc\uff08SAN\uff09\u6216\u7f51\u7edc\u9644\u52a0\u5b58\u50a8\uff08NAS\uff09\u6765\u63d0\u4f9b\u989d\u5916\u7684\u5b58\u50a8\u5bb9\u91cf\u548c\u53ef\u6269\u5c55\u6027\u3002<\/p>\n<p style=\"text-indent: 2em;text-align: left\">5. \u7f51\u7edc\uff1a<\/p>\n<p style=\"text-indent: 2em;text-align: left\">&nbsp; &nbsp;&#8211; \u9ad8\u901f\u7684\u7f51\u7edc\u8fde\u63a5\u5bf9\u4e8e\u5206\u5e03\u5f0f\u8bad\u7ec3\u548c\u6570\u636e\u4f20\u8f93\u81f3\u5173\u91cd\u8981\u3002\u53ef\u4ee5\u9009\u62e9\u652f\u6301\u9ad8\u901f\u4ee5\u592a\u7f51\uff08\u5982 10GbE\u300125GbE \u6216\u66f4\u9ad8\uff09\u7684\u7f51\u7edc\u63a5\u53e3\u5361\uff08NIC\uff09\u3002<\/p>\n<p style=\"text-indent: 2em;text-align: left\">&nbsp; &nbsp;&#8211; \u5982\u679c\u4f7f\u7528\u591a\u4e2a\u670d\u52a1\u5668\u8fdb\u884c\u5206\u5e03\u5f0f\u8bad\u7ec3\uff0c\u53ef\u4ee5\u8003\u8651\u4f7f\u7528\u9ad8\u901f\u7684\u7f51\u7edc\u4ea4\u6362\u673a\u6765\u8fde\u63a5\u670d\u52a1\u5668\uff0c\u4ee5\u786e\u4fdd\u4f4e\u5ef6\u8fdf\u548c\u9ad8\u5e26\u5bbd\u7684\u6570\u636e\u4f20\u8f93\u3002<\/p>\n<p style=\"text-indent: 2em;text-align: left\"><strong>\u4e8c\u3001<span style=\"text-indent: 32px\">\u5927\u6a21\u578b\u670d\u52a1\u5668<\/span><span style=\"text-indent: 32px\">\u914d\u7f6e<\/span><span style=\"text-indent: 32px\">\u7684<\/span>\u8f6f\u4ef6\u90e8\u5206<\/strong><\/p>\n<p style=\"text-indent: 2em;text-align: left\">1. \u64cd\u4f5c\u7cfb\u7edf\uff1a<\/p>\n<p style=\"text-indent: 2em;text-align: left\">&nbsp; &nbsp;&#8211; \u9009\u62e9\u9002\u5408\u670d\u52a1\u5668\u786c\u4ef6\u7684\u64cd\u4f5c\u7cfb\u7edf\uff0c\u5982 Linux\uff08\u4f8b\u5982 Ubuntu\u3001CentOS \u7b49\uff09\u3002Linux \u5177\u6709\u7a33\u5b9a\u6027\u3001\u5b89\u5168\u6027\u548c\u5bf9\u9ad8\u6027\u80fd\u8ba1\u7b97\u7684\u826f\u597d\u652f\u6301\u3002<\/p>\n<p style=\"text-indent: 2em;text-align: left\">2. \u6df1\u5ea6\u5b66\u4e60\u6846\u67b6\uff1a<\/p>\n<p style=\"text-indent: 2em;text-align: left\">&nbsp; &nbsp;&#8211; \u6839\u636e\u4f60\u7684\u9700\u6c42\u9009\u62e9\u5408\u9002\u7684\u6df1\u5ea6\u5b66\u4e60\u6846\u67b6\uff0c\u5982 PyTorch\u3001TensorFlow \u6216 JAX\u3002\u8fd9\u4e9b\u6846\u67b6\u63d0\u4f9b\u4e86\u4e30\u5bcc\u7684\u5de5\u5177\u548c\u5e93\uff0c\u7528\u4e8e\u6784\u5efa\u3001\u8bad\u7ec3\u548c\u90e8\u7f72\u6df1\u5ea6\u5b66\u4e60\u6a21\u578b\u3002<\/p>\n<p style=\"text-indent: 2em;text-align: left\">3. GPU \u9a71\u52a8\u548c\u5e93\uff1a<\/p>\n<p style=\"text-indent: 2em;text-align: left\">&nbsp; &nbsp;&#8211; \u5b89\u88c5\u6b63\u786e\u7684 GPU \u9a71\u52a8\u7a0b\u5e8f\u548c\u76f8\u5173\u7684\u6df1\u5ea6\u5b66\u4e60\u5e93\uff0c\u5982 CUDA \u548c cuDNN\uff08\u5bf9\u4e8e NVIDIA GPU\uff09\u3002\u8fd9\u4e9b\u5e93\u53ef\u4ee5\u5145\u5206\u53d1\u6325 GPU \u7684\u6027\u80fd\uff0c\u5e76\u63d0\u4f9b\u52a0\u901f\u8ba1\u7b97\u7684\u529f\u80fd\u3002<\/p>\n<p style=\"text-indent: 2em;text-align: left\">4. \u5206\u5e03\u5f0f\u8bad\u7ec3\u6846\u67b6\uff1a<\/p>\n<p style=\"text-indent: 2em;text-align: left\">&nbsp; &nbsp;&#8211; \u5982\u679c\u9700\u8981\u8fdb\u884c\u5927\u89c4\u6a21\u7684\u5206\u5e03\u5f0f\u8bad\u7ec3\uff0c\u53ef\u4ee5\u8003\u8651\u4f7f\u7528\u5206\u5e03\u5f0f\u8bad\u7ec3\u6846\u67b6\uff0c\u5982 Horovod\u3001PyTorch Distributed \u6216 TensorFlow Distributed\u3002\u8fd9\u4e9b\u6846\u67b6\u53ef\u4ee5\u5e2e\u52a9\u4f60\u6709\u6548\u5730\u5229\u7528\u591a\u4e2a\u670d\u52a1\u5668\u548c GPU \u8fdb\u884c\u5e76\u884c\u8bad\u7ec3\u3002<\/p>\n<p style=\"text-indent: 2em;text-align: left\">5. \u76d1\u63a7\u548c\u7ba1\u7406\u5de5\u5177\uff1a<\/p>\n<p style=\"text-indent: 2em;text-align: left\">&nbsp; &nbsp;&#8211; \u5b89\u88c5\u76d1\u63a7\u5de5\u5177\uff0c\u5982 nvidia-smi\u3001htop \u7b49\uff0c\u4ee5\u5b9e\u65f6\u76d1\u6d4b\u670d\u52a1\u5668\u7684\u786c\u4ef6\u72b6\u6001\u548c\u8d44\u6e90\u4f7f\u7528\u60c5\u51b5\u3002\u8fd8\u53ef\u4ee5\u4f7f\u7528\u7ba1\u7406\u5de5\u5177\uff0c\u5982 Kubernetes \u6216 Docker Swarm\uff0c\u6765\u7ba1\u7406\u670d\u52a1\u5668\u96c6\u7fa4\u548c\u90e8\u7f72\u6df1\u5ea6\u5b66\u4e60\u5e94\u7528\u3002<\/p>\n<p style=\"text-indent: 2em;text-align: left\">\u8bf7\u6ce8\u610f\uff0c\u4ee5\u4e0a\u914d\u7f6e\u5efa\u8bae\u4ec5\u4f9b\u53c2\u8003\uff0c\u5b9e\u9645\u7684\u914d\u7f6e\u9700\u6c42\u53ef\u80fd\u4f1a\u56e0\u5177\u4f53\u7684\u6a21\u578b\u548c\u5e94\u7528\u573a\u666f\u800c\u6709\u6240\u4e0d\u540c\u3002\u5728\u9009\u62e9\u670d\u52a1\u5668\u914d\u7f6e\u65f6\uff0c\u5efa\u8bae\u6839\u636e\u4f60\u7684\u9884\u7b97\u3001\u6027\u80fd\u8981\u6c42\u548c\u53ef\u6269\u5c55\u6027\u9700\u6c42\u8fdb\u884c\u7efc\u5408\u8003\u8651\uff0c\u5e76\u8fdb\u884c\u5145\u5206\u7684\u6d4b\u8bd5\u548c\u4f18\u5316\u3002\u6b64\u5916\uff0c\u8fd8\u53ef\u4ee5\u54a8\u8be2\u4e13\u4e1a\u7684\u786c\u4ef6\u4f9b\u5e94\u5546\u6216\u6df1\u5ea6\u5b66\u4e60\u4e13\u5bb6\uff0c\u4ee5\u83b7\u53d6\u66f4\u8be6\u7ec6\u548c\u4e2a\u6027\u5316\u7684\u914d\u7f6e\u5efa\u8bae\u3002<\/p>\n<\/p><\/div>\n<div class=\"article-content-wrap\"><\/div>\n","protected":false},"excerpt":{"rendered":"<p>\u5927\u6a21\u578b\u670d\u52a1\u5668\u7684\u914d\u7f6e\u9700\u6c42\u4f1a\u56e0\u5177\u4f53\u7684\u6a21\u578b\u89c4\u6a21\u3001\u5e94\u7528\u573a\u666f\u548c\u6027\u80fd\u8981\u6c42\u800c\u6709\u6240\u4e0d\u540c\u3002\u4ee5\u4e0b\u662f\u4e00\u4e9b\u4e00\u822c\u6027\u7684\u914d\u7f6e\u63a8\u8350\uff1a\u4e00\u3001\u5927\u6a21\u578b\u670d\u52a1\u5668\u914d\u7f6e\u7684\u786c\u4ef6\u90e8\u52061. 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