{"id":70284,"date":"2026-08-05T11:58:03","date_gmt":"2026-08-05T03:58:03","guid":{"rendered":"https:\/\/www.dataplugs.com\/numa-awareness-database-application-server-design\/"},"modified":"2026-08-05T12:00:22","modified_gmt":"2026-08-05T04:00:22","slug":"numa-awareness-database-application-server-design","status":"publish","type":"post","link":"https:\/\/www.dataplugs.com\/sc\/numa-awareness-database-application-server-design\/","title":{"rendered":"\u4e3a\u4ec0\u4e48\u5728\u6570\u636e\u5e93\u4e0e\u5e94\u7528\u670d\u52a1\u5668\u67b6\u6784\u4e2d\uff0cNUMA \u610f\u8bc6\u5982\u6b64\u91cd\u8981\uff1f"},"content":{"rendered":"<div class=\"section-blog-2025\">\n<p>\u4e00\u53f0\u670d\u52a1\u5668\u5373\u4f7f\u62e5\u6709\u5145\u8db3\u7684 RAM \u548c\u9ad8\u901f CPU\uff0c\u6570\u636e\u5e93\u6216\u5e94\u7528\u7a0b\u5e8f\u6027\u80fd\u4ecd\u53ef\u80fd\u4e0d\u5982\u9884\u671f\u3002\u5728\u8bb8\u591a\u591a\u63d2\u69fd\u7cfb\u7edf\u4e2d\uff0c\u95ee\u9898\u4e0d\u5728\u4e8e\u603b\u5185\u5b58\u5bb9\u91cf\u4e0d\u8db3\uff0c\u800c\u5728\u4e8e\u5185\u5b58\u8bbf\u95ee\u7684\u672c\u5730\u6027\u3002\u5f53\u5de5\u4f5c\u8d1f\u8f7d\u8fd0\u884c\u5728\u4e00\u9897\u5904\u7406\u5668\u4e0a\uff0c\u5374\u9891\u7e41\u8bbf\u95ee\u53e6\u4e00\u9897\u5904\u7406\u5668\u6240\u8fde\u63a5\u7684\u5185\u5b58\u65f6\uff0c\u5ef6\u8fdf\u5c31\u4f1a\u4e0a\u5347\uff0c\u6548\u7387\u4e5f\u4f1a\u4e0b\u964d\u3002\u8fd9\u6b63\u662f <a href=\"https:\/\/www.dataplugs.com\/sc\/how-does-numa-architecture-impact-performance-on-high-core-count-servers\/\"><strong>NUMA \u610f\u8bc6<\/strong><\/a> \u5728\u73b0\u4ee3\u670d\u52a1\u5668\u67b6\u6784\u4e2d\u5982\u6b64\u91cd\u8981\u7684\u539f\u56e0\uff0c\u5c24\u5176\u662f\u5728\u6570\u636e\u5e93\u3001\u865a\u62df\u673a\u3001\u5206\u6790\u5e73\u53f0\u548c\u9ad8\u5e76\u53d1\u5e94\u7528\u573a\u666f\u4e2d\u3002<\/p>\n<h2><strong>NUMA \u5728\u5b9e\u9645\u670d\u52a1\u5668\u67b6\u6784\u4e2d\u7684\u542b\u4e49<\/strong><\/h2>\n<p>NUMA\uff0c\u5168\u79f0\u662f Non-Uniform Memory Access\uff0c\u4e2d\u6587\u901a\u5e38\u8bd1\u4e3a\u975e\u4e00\u81f4\u6027\u5185\u5b58\u8bbf\u95ee\uff0c\u662f\u4e00\u79cd\u5e94\u7528\u5728\u5177\u5907\u4e24\u9897\u6216\u4ee5\u4e0a\u7269\u7406 CPU \u670d\u52a1\u5668\u4e0a\u7684\u5185\u5b58\u8bbe\u8ba1\u3002\u6bcf\u9897 CPU \u90fd\u6709\u81ea\u5df1\u5bf9\u5e94\u7684\u672c\u5730\u5185\u5b58\u533a\u57df\u3002\u7cfb\u7edf\u5185\u6240\u6709\u5904\u7406\u5668\u90fd\u53ef\u4ee5\u8bbf\u95ee\u5168\u90e8\u5185\u5b58\uff0c\u4f46\u8bbf\u95ee\u672c\u5730\u5185\u5b58\u7684\u901f\u5ea6\uff0c\u4f1a\u6bd4\u8bbf\u95ee\u8fde\u63a5\u5728\u53e6\u4e00\u9897 CPU \u4e0a\u7684\u8fdc\u7a0b\u5185\u5b58\u66f4\u5feb\u3002<\/p>\n<p>\u8fd9\u79cd\u8bbe\u8ba1\u6bd4\u8ba9\u6240\u6709\u5904\u7406\u5668\u5171\u4eab\u540c\u4e00\u6761\u5185\u5b58\u8def\u5f84\u66f4\u5bb9\u6613\u6269\u5c55\u3002\u5728\u73b0\u4ee3\u4f01\u4e1a\u7ea7\u670d\u52a1\u5668\u4e2d\uff0c\u7279\u522b\u662f\u91c7\u7528 Intel Xeon \u548c AMD EPYC \u7684\u53cc\u63d2\u69fd\u7cfb\u7edf\uff0cNUMA \u5df2\u662f\u5e38\u89c1\u7684\u786c\u4ef6\u67b6\u6784\u3002\u6838\u5fc3\u91cd\u70b9\u5f88\u7b80\u5355\uff1a\u6574\u53f0\u670d\u52a1\u5668\u5185\u90e8\u7684\u5185\u5b58\u8bbf\u95ee\u901f\u5ea6\uff0c\u5e76\u4e0d\u662f\u5b8c\u5168\u76f8\u540c\u7684\u3002<\/p>\n<h2><strong>\u4e3a\u4ec0\u4e48\u6570\u636e\u5e93\u5bf9 NUMA \u7279\u522b\u654f\u611f<\/strong><\/h2>\n<p>MySQL\u3001PostgreSQL\u3001Microsoft SQL Server \u548c Oracle \u7b49\u6570\u636e\u5e93\uff0c\u975e\u5e38\u4f9d\u8d56\u5185\u5b58\u6765\u652f\u6491 buffer pool\u3001\u5171\u4eab\u5185\u5b58\u3001\u6267\u884c\u8ba1\u5212\u3001\u7d22\u5f15\u3001\u7f13\u5b58\u548c\u4e8b\u52a1\u5904\u7406\u3002<\/p>\n<p>\u5f53\u6570\u636e\u5e93\u8fdb\u7a0b\u8fd0\u884c\u5728\u67d0\u4e00\u4e2a\u63d2\u69fd\u4e0a\uff0c\u5374\u4e0d\u65ad\u8bbf\u95ee\u53e6\u4e00\u4e2a\u63d2\u69fd\u4e0a\u7684\u9ad8\u70ed\u5ea6\u5185\u5b58\u9875\u65f6\uff0c\u67e5\u8be2\u6267\u884c\u6548\u7387\u5c31\u4f1a\u4e0b\u964d\u3002\u8fd9\u53ef\u80fd\u8868\u73b0\u4e3a\u5ef6\u8fdf\u4e0d\u7a33\u5b9a\u3001\u541e\u5410\u91cf\u4e0b\u964d\uff0c\u4ee5\u53ca\u5728\u9ad8\u5cf0\u6d41\u91cf\u671f\u95f4\u6027\u80fd\u53d8\u5f97\u4e0d\u591f\u53ef\u9884\u6d4b\u3002<\/p>\n<p>\u8fd9\u4e5f\u662f\u4e3a\u4ec0\u4e48\u6709\u4e9b\u89c4\u683c\u5f88\u9ad8\u7684\u670d\u52a1\u5668\uff0c\u5b9e\u9645\u5374\u672a\u5fc5\u80fd\u5982\u9884\u671f\u6269\u5c55\u3002\u5373\u4f7f CPU \u548c RAM \u89c4\u683c\u5f88\u5f3a\uff0cNUMA \u5931\u8861\u4ecd\u53ef\u80fd\u6084\u6084\u62d6\u6162\u6574\u4f53\u6027\u80fd\u3002<\/p>\n<p>Tip\uff1aRAM \u5bb9\u91cf\u5927\uff0c\u4e0d\u4ee3\u8868\u5185\u5b58\u8bbf\u95ee\u4e00\u5b9a\u5feb\u3002\u5982\u679c\u5de5\u4f5c\u8d1f\u8f7d\u4e00\u76f4\u4ece\u9519\u8bef\u7684 NUMA \u8282\u70b9\u53d6\u6570\u636e\uff0c\u6027\u80fd\u4ecd\u7136\u4f1a\u53d7\u5f71\u54cd\u3002<\/p>\n<h2><strong>\u4e3a\u4ec0\u4e48\u5e94\u7528\u670d\u52a1\u5668\u540c\u6837\u4f1a\u53d7\u5f71\u54cd<\/strong><\/h2>\n<p>NUMA \u4e0d\u53ea\u662f\u6570\u636e\u5e93\u8bae\u9898\u3002\u5f53\u5e94\u7528\u670d\u52a1\u5668\u8fd0\u884c\u9ad8\u5185\u5b58\u9700\u6c42\u6216\u9ad8\u5e76\u53d1\u5de5\u4f5c\u8d1f\u8f7d\u65f6\uff0c\u540c\u6837\u4f1a\u53d7\u5230\u5f71\u54cd\u3002Java \u5e94\u7528\u670d\u52a1\u5668\u3001PHP-FPM\u3001Redis\u3001Elasticsearch\u3001Node.js \u96c6\u7fa4\uff0c\u4ee5\u53ca AI \u63a8\u7406\u670d\u52a1\uff0c\u90fd\u4f9d\u8d56\u9ad8\u6548\u7684\u5185\u5b58\u8bbf\u95ee\u3002<\/p>\n<p>NUMA \u5bf9\u9f50\u4e0d\u4f73\u65f6\uff0c\u5e38\u89c1\u73b0\u8c61\u5305\u62ec\u54cd\u5e94\u65f6\u95f4\u4e0d\u7a33\u5b9a\u3001\u5728\u8d1f\u8f7d\u4e0a\u5347\u65f6\u541e\u5410\u91cf\u4e0b\u964d\uff0c\u4ee5\u53ca CPU \u4f7f\u7528\u7387\u589e\u52a0\u5374\u6ca1\u6709\u5e26\u6765\u76f8\u5e94\u7684\u6027\u80fd\u63d0\u5347\u3002\u7f13\u5b58\u6548\u679c\u3001\u5de5\u4f5c\u8fdb\u7a0b\u6548\u7387\u548c\u8fd0\u884c\u73af\u5883\u7a33\u5b9a\u6027\uff0c\u90fd\u53ef\u80fd\u56e0\u4e3a\u7ebf\u7a0b\u4e0e\u5185\u5b58\u5206\u6563\u5728\u4e0d\u540c\u63d2\u69fd\u4e0a\u800c\u53d7\u5f71\u54cd\u3002<\/p>\n<p>\u5f53\u5e94\u7528\u5c42\u4e0e\u6570\u636e\u5e93\u5c42\u5171\u7528\u540c\u4e00\u53f0\u670d\u52a1\u5668\u6216\u540c\u4e00\u4e2a\u865a\u62df\u5316\u4e3b\u673a\u65f6\uff0c\u8fd9\u79cd\u60c5\u51b5\u901a\u5e38\u4f1a\u66f4\u52a0\u660e\u663e\u3002<\/p>\n<h2><strong>NUMA \u5982\u4f55\u5f71\u54cd\u865a\u62df\u5316\u4e0e\u5bb9\u5668\u5e73\u53f0<\/strong><\/h2>\n<p>\u5f53\u4e00\u53f0\u7269\u7406\u4e3b\u673a\u627f\u8f7d\u591a\u4e2a\u670d\u52a1\u65f6\uff0cNUMA \u5c31\u53d8\u5f97\u66f4\u52a0\u91cd\u8981\u3002\u50cf VMware \u548c KVM \u8fd9\u7c7b Hypervisor\uff0c\u9700\u8981\u8c28\u614e\u5b89\u6392\u865a\u62df CPU \u548c\u5185\u5b58\u7684\u4f4d\u7f6e\u3002\u5982\u679c\u4e00\u53f0\u865a\u62df\u673a\u4e0d\u7406\u60f3\u5730\u8de8\u8d8a\u591a\u4e2a NUMA \u8282\u70b9\uff0c\u5c31\u53ef\u80fd\u51fa\u73b0\u6027\u80fd\u95ee\u9898\uff0c\u800c\u5ba2\u6237\u64cd\u4f5c\u7cfb\u7edf\u672c\u8eab\u672a\u5fc5\u80fd\u6e05\u695a\u53cd\u6620\u539f\u56e0\u3002<\/p>\n<p>\u8fd0\u884c\u6570\u636e\u5e93\u3001\u5206\u6790\u5e73\u53f0\u6216\u4f01\u4e1a\u5e94\u7528\u7684\u5927\u578b\u865a\u62df\u673a\uff0c\u901a\u5e38\u5c24\u5176\u654f\u611f\u3002Kubernetes \u4e0e\u5bb9\u5668\u5e73\u53f0\u4e5f\u53ef\u80fd\u9762\u4e34\u7c7b\u4f3c\u60c5\u51b5\uff0c\u7279\u522b\u662f\u5728\u6709\u72b6\u6001\u5de5\u4f5c\u8d1f\u8f7d\u3001AI \u670d\u52a1\u548c\u5185\u5b58\u5bc6\u96c6\u578b\u5e94\u7528\u4e0a\u3002<\/p>\n<p>Tip\uff1a\u5982\u679c\u4e00\u53f0\u591a\u63d2\u69fd\u670d\u52a1\u5668\u5728\u6d4b\u8bd5\u65f6\u8868\u73b0\u4e0d\u9519\uff0c\u6b63\u5f0f\u73af\u5883\u5374\u53d8\u5dee\uff0c\u5148\u68c0\u67e5 CPU \u4e0e\u5185\u5b58\u914d\u7f6e\uff0c\u518d\u5224\u65ad\u662f\u5426\u662f\u8f6f\u4ef6\u672c\u8eab\u7684\u95ee\u9898\u3002<\/p>\n<h2><strong>\u5982\u4f55\u68c0\u67e5 NUMA \u662f\u5426\u6b63\u5728\u5f71\u54cd\u6027\u80fd<\/strong><\/h2>\n<p>\u5728 Linux \u73af\u5883\u4e2d\uff0c\u901a\u5e38\u53ef\u4ee5\u5148\u4ece\u4ee5\u4e0b\u547d\u4ee4\u5f00\u59cb\uff1a<\/p>\n<p>bash<\/p>\n<p><span style=\"color: #ffffff; background-color: #000000;\">lscpu<\/span><\/p>\n<p><span style=\"color: #ffffff; background-color: #000000;\">numactl &#8211;hardware<\/span><\/p>\n<p><span style=\"color: #ffffff; background-color: #000000;\">numastat<\/span><\/p>\n<p>\u8fd9\u4e9b\u547d\u4ee4\u53ef\u4ee5\u663e\u793a\u5904\u7406\u5668\u62d3\u6251\u3001NUMA \u8282\u70b9\u5e03\u5c40\uff0c\u4ee5\u53ca\u5185\u5b58\u662f\u4ee5\u672c\u5730\u8fd8\u662f\u8fdc\u7a0b\u65b9\u5f0f\u88ab\u8bbf\u95ee\u3002\u5b83\u4eec\u6709\u52a9\u4e8e\u5224\u65ad\u8fdc\u7a0b\u5185\u5b58\u6d41\u91cf\u662f\u5426\u8fc7\u9ad8\u3002<\/p>\n<p>\u8fdb\u7a0b\u4eb2\u548c\u6027\u5de5\u5177\u4e5f\u80fd\u5e2e\u52a9\u786e\u8ba4\u5173\u952e\u670d\u52a1\u662f\u5426\u8fd0\u884c\u5728\u9884\u671f\u7684\u4f4d\u7f6e\u3002\u76ee\u6807\u4e0d\u662f\u5bf9\u6240\u6709\u5de5\u4f5c\u8d1f\u8f7d\u90fd\u505a\u50f5\u786c\u7684\u8c03\u6574\uff0c\u800c\u662f\u627e\u51fa\u662f\u5426\u56e0\u4e3a\u5185\u5b58\u672c\u5730\u6027\u4e0d\u4f73\u800c\u635f\u5931\u4e86\u5b9e\u9645\u6027\u80fd\u3002<\/p>\n<h2><strong>\u5982\u4f55\u4f18\u5316 NUMA \u6027\u80fd<\/strong><\/h2>\n<p>\u6700\u6709\u6548\u7684 NUMA \u4f18\u5316\uff0c\u901a\u5e38\u90fd\u662f\u52a1\u5b9e\u7684\u505a\u6cd5\u3002\u8ba9\u8fdb\u7a0b\u5c3d\u91cf\u9760\u8fd1\u5b83\u6700\u5e38\u4f7f\u7528\u7684\u5185\u5b58\u3002\u5982\u679c\u64cd\u4f5c\u7cfb\u7edf\u3001Hypervisor \u6216\u5e94\u7528\u7a0b\u5e8f\u672c\u8eab\u652f\u6301 NUMA-aware \u8bbe\u7f6e\uff0c\u5c31\u5e94\u52a0\u4ee5\u5229\u7528\u3002\u89c4\u5212\u865a\u62df\u673a\u65f6\uff0c\u4e5f\u5e94\u628a\u7269\u7406\u62d3\u6251\u4e00\u5e76\u7eb3\u5165\u8003\u8651\u3002<\/p>\n<p>\u540c\u65f6\uff0c\u4e5f\u5e94\u5728\u771f\u5b9e\u6d41\u91cf\u4e0b\u8fdb\u884c\u6d4b\u8bd5\u3002\u5355\u7eaf\u7684\u57fa\u51c6\u6d4b\u8bd5\uff0c\u5f80\u5f80\u65e0\u6cd5\u53cd\u6620\u6b63\u5f0f\u73af\u5883\u4e2d\u6570\u636e\u5e93\u3001API\u3001\u7f13\u5b58\u548c\u540e\u53f0\u5de5\u4f5c\u8fdb\u7a0b\u540c\u65f6\u7ade\u4e89\u8d44\u6e90\u7684\u60c5\u51b5\u3002NUMA \u8c03\u4f18\u5982\u679c\u653e\u5728\u66f4\u5168\u9762\u7684\u6027\u80fd\u8bc4\u4f30\u4e2d\uff0c\u901a\u5e38\u6548\u679c\u4f1a\u66f4\u597d\u3002<\/p>\n<p>Tip\uff1a\u6838\u5fc3\u6570\u91cf\u589e\u52a0\uff0c\u4e0d\u4e00\u5b9a\u4ee3\u8868\u6027\u80fd\u4f1a\u66f4\u597d\u3002\u5982\u679c\u5de5\u4f5c\u8d1f\u8f7d\u4e00\u76f4\u5728\u4e0d\u540c\u8fdc\u7a0b\u5185\u5b58\u533a\u57df\u95f4\u6765\u56de\u5207\u6362\uff0c\u6548\u7387\u53cd\u800c\u53ef\u80fd\u4e0b\u964d\u3002<\/p>\n<h2><strong>\u4e3a\u4ec0\u4e48 NUMA \u5e94\u8be5\u5f71\u54cd\u670d\u52a1\u5668\u89c4\u5212<\/strong><\/h2>\n<p>NUMA \u610f\u8bc6\u5e94\u8be5\u5728\u90e8\u7f72\u524d\u5c31\u7eb3\u5165\u8003\u8651\uff0c\u800c\u4e0d\u662f\u7b49\u5230\u6027\u80fd\u95ee\u9898\u51fa\u73b0\u540e\u624d\u5904\u7406\u3002\u4e3a\u6570\u636e\u5e93\u6216\u5e94\u7528\u5e73\u53f0\u9009\u62e9\u72ec\u7acb\u670d\u52a1\u5668\u65f6\uff0c\u4e0d\u5e94\u53ea\u770b RAM \u603b\u91cf\u4e0e\u6838\u5fc3\u6570\u3002CPU 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