{"id":26231,"date":"2025-10-21T15:06:39","date_gmt":"2025-10-21T07:06:39","guid":{"rendered":"https:\/\/www.varidata.com\/uncategorized-zh-cn\/core-server-requirements-for-ai-industry-big-data-processing\/"},"modified":"2025-10-21T16:12:14","modified_gmt":"2025-10-21T08:12:14","slug":"core-server-requirements-for-ai-industry-big-data-processing","status":"publish","type":"post","link":"https:\/\/www.varidata.com\/zh-cn\/knowledge\/core-server-requirements-for-ai-industry-big-data-processing\/","title":{"rendered":"AI\u4ea7\u4e1a\u5927\u6570\u636e\u5904\u7406\u7684\u6838\u5fc3\u670d\u52a1\u5668\u9700\u6c42"},"content":{"rendered":"<p><a href=\"https:\/\/www.varidata.com\/zh-cn\/blog\/how-to-maximize-ai-efficiency-with-cpu-and-gpu-scheduling\/\" target=\"_blank\">\u4eba\u5de5\u667a\u80fd<\/a>\u548c\u5927\u6570\u636e\u5904\u7406\u7684\u6307\u6570\u7ea7\u589e\u957f\u5df2\u7ecf\u5f7b\u5e95\u6539\u53d8\u4e86<a href=\"https:\/\/www.varidata.com\/zh-cn\/server\/us\/cn2\" target=\"_blank\">\u670d\u52a1\u5668\u79df\u7528<\/a>\u57fa\u7840\u8bbe\u65bd\u9700\u6c42\u3002\u968f\u7740AI\u5de5\u4f5c\u8d1f\u8f7d\u53d8\u5f97\u8d8a\u6765\u8d8a\u590d\u6742\uff0c\u4e86\u89e3AI\u4ea7\u4e1a\u5927\u6570\u636e\u5904\u7406\u7684\u6838\u5fc3\u670d\u52a1\u5668\u9700\u6c42\u5df2\u6210\u4e3a\u79d1\u6280\u4e13\u4e1a\u4eba\u5458\u548c\u7ec4\u7ec7\u7684\u5173\u952e\u3002\u968f\u7740\u5927\u578b\u8bed\u8a00\u6a21\u578b(LLMs)\u548c\u590d\u6742\u7684\u8ba1\u7b97\u673a\u89c6\u89c9\u5e94\u7528\u7a0b\u5e8f\u7684\u51fa\u73b0\uff0c\u8fd0\u7b97\u57fa\u7840\u8bbe\u65bd\u7684\u9700\u6c42\u5df2\u8fbe\u5230\u524d\u6240\u672a\u6709\u7684\u6c34\u5e73\u3002<\/p>\n<h2><strong>\u8fd0\u7b97\u80fd\u529b\u9700\u6c42\uff1a\u8d85\u8d8a\u4f20\u7edf\u670d\u52a1\u5668<\/strong><\/h2>\n<p>\u73b0\u4ee3AI\u5de5\u4f5c\u8d1f\u8f7d\u9700\u8981\u524d\u6240\u672a\u6709\u7684\u8fd0\u7b97\u80fd\u529b\uff0c\u7279\u522b\u662f\u5728\u6df1\u5ea6\u5b66\u4e60\u548c\u795e\u7ecf\u7f51\u7edc\u8bad\u7ec3\u65b9\u9762\u3002\u4e13\u4e3aAI\u64cd\u4f5c\u8bbe\u8ba1\u7684\u9ad8\u6027\u80fd\u8fd0\u7b97(HPC)\u96c6\u7fa4\u9700\u8981\uff1a<\/p>\n<ul>\n<li>\u5177\u6709\u6700\u65b0NVIDIA 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Plus\u949b\u91d1\u7ea7\u6548\u7387<\/li>\n<li>\u5177\u6709\u5b9e\u65f6\u76d1\u63a7\u529f\u80fd\u7684\u9ad8\u7ea7\u914d\u7535\u5355\u5143(PDU)<\/li>\n<li>\u5177\u6709\u9884\u6d4b\u6027\u7ef4\u62a4\u529f\u80fd\u7684\u73af\u5883\u76d1\u63a7\u7cfb\u7edf<\/li>\n<li>\u7528\u4e8e\u6781\u7aef\u5bc6\u5ea6\u90e8\u7f72\u7684\u6d78\u6ca1\u5f0f\u6563\u70ed\u89e3\u51b3\u65b9\u6848<\/li>\n<li>\u52a8\u6001\u529f\u7387\u9650\u5236\u548c\u6563\u70ed\u7ba1\u7406\u7cfb\u7edf<\/li>\n<li>\u53ef\u6301\u7eed\u8fd0\u8425\u7684\u7eff\u8272\u80fd\u6e90\u6574\u5408\u529f\u80fd<\/li>\n<\/ul>\n<h2><strong>\u7f8e\u56fd\u5e02\u573a\u7684\u9ad8\u7ea7\u6570\u636e\u4e2d\u5fc3\u89e3\u51b3\u65b9\u6848<\/strong><\/h2>\n<p>\u7f8e\u56fd\u9886\u5148\u7684\u6570\u636e\u4e2d\u5fc3\u63d0\u4f9b\u9488\u5bf9AI\u5de5\u4f5c\u8d1f\u8f7d\u4f18\u5316\u7684\u4e13\u4e1a\u73af\u5883\uff0c\u5728\u7ade\u4e89\u683c\u5c40\u4e2d\u63d0\u4f9b\u660e\u663e\u4f18\u52bf\uff1a<\/p>\n<ol>\n<li>\u5177\u6709\u6700\u4f73\u7535\u7f51\u63a5\u5165\u548c\u53ef\u518d\u751f\u80fd\u6e90\u7684\u6218\u7565\u4f4d\u7f6e<\/li>\n<li>\u5177\u5907AI\u57fa\u7840\u8bbe\u65bd\u4e13\u4e1a\u77e5\u8bc6\u548c\u4e13\u4e1a\u57f9\u8bad\u768424\/7\u6280\u672f\u652f\u6301<\/li>\n<li>\u7b26\u5408HIPAA\u548cGDPR\u7b49\u6570\u636e\u5b89\u5168\u6cd5\u89c4<\/li>\n<li>\u91c7\u7528\u6a21\u5757\u5316\u8bbe\u8ba1\u7684\u53ef\u6269\u5c55\u57fa\u7840\u8bbe\u65bd\uff0c\u6ee1\u8db3\u4e0d\u65ad\u589e\u957f\u7684\u8fd0\u7b97\u9700\u6c42<\/li>\n<li>\u7528\u4e8e\u5206\u5e03\u5f0fAI\u5904\u7406\u7684\u8fb9\u7f18\u8fd0\u7b97\u529f\u80fd<\/li>\n<li>\u7528\u4e8e\u707e\u96be\u6062\u590d\u7684\u591a\u533a\u57df\u53ef\u7528\u6027<\/li>\n<li>\u5177\u6709\u751f\u7269\u8bc6\u522b\u8bbf\u95ee\u63a7\u5236\u7684\u9ad8\u7ea7\u7269\u7406\u5b89\u5168\u63aa\u65bd<\/li>\n<\/ol>\n<h2><strong>AI\u5de5\u4f5c\u8d1f\u8f7d\u7684\u914d\u7f6e\u5efa\u8bae<\/strong><\/h2>\n<p>\u5728\u9009\u62e9AI\u5904\u7406\u7684\u670d\u52a1\u5668\u914d\u7f6e\u65f6\uff0c\u8bf7\u8003\u8651\u4ee5\u4e0b\u5e73\u8861\u6027\u80fd\u548c\u6548\u7387\u7684\u6280\u672f\u89c4\u683c\uff1a<\/p>\n<ul>\n<li>\u6bcf\u53f0\u670d\u52a1\u5668\u6700\u5c118\u4e2aNVIDIA A100\/H100 GPU\uff0c\u914d\u5907NVLink 4.0\u4e92\u8fde<\/li>\n<li>\u53ccAMD EPYC\u6216Intel Xeon\u5904\u7406\u5668\uff0c\u6bcf\u4e2a\u5177\u670964+\u6838\u5fc3\uff0c\u652f\u6301PCIe Gen 5<\/li>\n<li>1TB+DDR5 ECC\u5185\u5b58\uff0c\u901f\u5ea6\u8d85\u8fc74800MT\/s<\/li>\n<li>\u5177\u6709\u786c\u4ef6\u5378\u8f7d\u529f\u80fd\u7684\u591a\u4e2a100GbE\u7f51\u7edc\u63a5\u53e3<\/li>\n<li>\u5177\u6709N+1\u914d\u7f6e\u548c\u667a\u80fd\u8d1f\u8f7d\u5e73\u8861\u7684\u5197\u4f59\u7535\u6e90\u4f9b\u5e94\u5668<\/li>\n<li>\u7528\u4e8e\u589e\u5f3a\u8bbe\u5907\u8fde\u63a5\u6027\u7684PCIe Gen 5\u67b6\u6784<\/li>\n<li>\u7528\u4e8e\u7279\u5b9aAI\u4efb\u52a1\u7684\u4e13\u7528FPGA\u52a0\u901f\u5668<\/li>\n<\/ul>\n<h2><strong>\u6027\u80fd\u4f18\u5316\u7b56\u7565<\/strong><\/h2>\n<p>\u901a\u8fc7\u5229\u7528\u73b0\u4ee3\u786c\u4ef6\u529f\u80fd\u7684\u4ee5\u4e0b\u6280\u672f\u4f18\u5316\u6765\u6700\u5927\u5316AI\u5de5\u4f5c\u8d1f\u8f7d\u6548\u7387\uff1a<\/p>\n<ol>\n<li>\u4f7f\u7528\u9ad8\u7ea7\u5206\u6790\u5de5\u5177\u76d1\u63a7\u548c\u8c03\u6574CUDA\u6838\u5fc3\u4f7f\u7528\u7387<\/li>\n<li>\u5185\u5b58\u5e26\u5bbd\u4f18\u5316\u6280\u672f\uff0c\u5305\u62ec\u7f13\u5b58\u611f\u77e5\u7b97\u6cd5<\/li>\n<li>\u5177\u6709\u81ea\u9002\u5e94\u8def\u7531\u7684\u7f51\u7edc\u62d3\u6251\u4f18\u5316<\/li>\n<li>\u4f7f\u7528NVMe\u591a\u8def\u5f84\u7684I\/O\u8c03\u5ea6\u6539\u8fdb<\/li>\n<li>\u5de5\u4f5c\u8d1f\u8f7d\u7279\u5b9a\u7684\u7f16\u8bd1\u5668\u4f18\u5316<\/li>\n<li>\u7528\u4e8e\u80fd\u6e90\u6548\u7387\u7684\u52a8\u6001\u7535\u538b\u548c\u9891\u7387\u8c03\u6574<\/li>\n<li>\u7528\u4e8e\u6700\u4f73\u8d44\u6e90\u5229\u7528\u7684\u5bb9\u5668\u7f16\u6392<\/li>\n<\/ol>\n<h2><strong>\u672a\u6765\u89c4\u5212\u60a8\u7684AI\u57fa\u7840\u8bbe\u65bd<\/strong><\/h2>\n<p>\u5728\u89c4\u5212\u57fa\u7840\u8bbe\u65bd\u5347\u7ea7\u4ee5\u4fdd\u6301\u7ade\u4e89\u4f18\u52bf\u65f6\uff0c\u8bf7\u8003\u8651\u8fd9\u4e9b\u65b0\u5174\u6280\u672f\uff1a<\/p>\n<ul>\n<li>\u5177\u6709\u6df7\u5408\u7ecf\u5178-\u91cf\u5b50\u7cfb\u7edf\u7684\u91cf\u5b50\u8fd0\u7b97\u6574\u5408\u529f\u80fd<\/li>\n<li>\u652f\u6301\u795e\u7ecf\u5f62\u6001\u8fd0\u7b97\u7684\u4e0b\u4e00\u4ee3AI\u52a0\u901f\u5668<\/li>\n<li>\u7528\u4e8e\u8d85\u9ad8\u901f\u6570\u636e\u4f20\u8f93\u7684\u5149\u5b50\u8fd0\u7b97\u63a5\u53e3<\/li>\n<li>\u5305\u62ec\u53cc\u76f8\u6d78\u6ca1\u7cfb\u7edf\u5728\u5185\u7684\u9ad8\u7ea7\u6563\u70ed\u6280\u672f<\/li>\n<li>\u7528\u4e8e\u82af\u7247\u95f4\u901a\u4fe1\u7684\u7845\u5149\u5b50\u5b66<\/li>\n<li>\u7528\u4e8e\u7075\u6d3b\u6269\u5c55\u7684\u82af\u7247\u7ec4\u67b6\u6784<\/li>\n<li>\u78b3\u4e2d\u548c\u6570\u636e\u4e2d\u5fc3\u6280\u672f<\/li>\n<\/ul>\n<p>\u968f\u7740AI\u4ea7\u4e1a\u7684\u4e0d\u65ad\u53d1\u5c55\uff0c\u5927\u6570\u636e\u5904\u7406\u7684\u670d\u52a1\u5668\u9700\u6c42\u53d8\u5f97\u8d8a\u6765\u8d8a\u590d\u6742\u3002\u7ec4\u7ec7\u5fc5\u987b\u4ed4\u7ec6\u8bc4\u4f30\u5176AI\u5de5\u4f5c\u8d1f\u8f7d\u9700\u6c42\uff0c\u5e76\u9009\u62e9\u9002\u5f53\u7684\u670d\u52a1\u5668\u914d\u7f6e\uff0c\u540c\u65f6\u8003\u8651GPU\u8fd0\u7b97\u80fd\u529b\u3001\u5b58\u50a8\u67b6\u6784\u548c\u7f51\u7edc\u529f\u80fd\u7b49\u56e0\u7d20\u3002\u7f8e\u56fd\u4e3b\u673a\u5e02\u573a\u63d0\u4f9b\u5c16\u7aef\u89e3\u51b3\u65b9\u6848\uff0c\u6ee1\u8db3\u8fd9\u4e9b\u4e25\u683c\u8981\u6c42\uff0c\u540c\u65f6\u4e3a\u672a\u6765\u589e\u957f\u63d0\u4f9b\u53ef\u6269\u5c55\u6027\u3002AI\u90e8\u7f72\u7684\u6210\u529f\u4e0d\u4ec5\u53d6\u51b3\u4e8e\u9009\u62e9\u6b63\u786e\u7684\u786c\u4ef6\uff0c\u8fd8\u53d6\u51b3\u4e8e\u5b9e\u65bd\u9ad8\u6548\u7684\u8f6f\u4ef6\u5806\u6808\u548c\u7ef4\u6301\u6700\u4f73\u8fd0\u8425\u5b9e\u8df5\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u4eba\u5de5\u667a\u80fd\u548c\u5927\u6570\u636e\u5904\u7406\u7684\u6307\u6570\u7ea7\u589e\u957f\u5df2\u7ecf\u5f7b\u5e95\u6539\u53d8\u4e86\u670d\u52a1\u5668\u79df\u7528\u57fa\u7840\u8bbe\u65bd\u9700\u6c42\u3002\u968f\u7740AI\u5de5\u4f5c\u8d1f\u8f7d\u53d8\u5f97\u8d8a\u6765\u8d8a\u590d\u6742\uff0c\u4e86\u89e3AI\u4ea7\u4e1a\u5927\u6570\u636e\u5904\u7406\u7684\u6838\u5fc3\u670d\u52a1\u5668\u9700\u6c42\u5df2\u6210\u4e3a\u79d1\u6280\u4e13\u4e1a\u4eba\u5458\u548c\u7ec4\u7ec7\u7684\u5173\u952e\u3002\u968f\u7740\u5927\u578b\u8bed\u8a00\u6a21\u578b(LLMs)\u548c\u590d\u6742\u7684\u8ba1\u7b97\u673a\u89c6\u89c9\u5e94\u7528\u7a0b\u5e8f\u7684\u51fa\u73b0\uff0c\u8fd0\u7b97\u57fa\u7840\u8bbe\u65bd\u7684\u9700\u6c42\u5df2\u8fbe\u5230\u524d\u6240\u672a\u6709\u7684\u6c34\u5e73\u3002 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