{"id":70285,"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":"2026-08-05T12:02:35","modified_gmt":"2026-08-05T04:02:35","slug":"numa-awareness-database-application-server-design","status":"publish","type":"post","link":"https:\/\/www.dataplugs.com\/tc\/numa-awareness-database-application-server-design\/","title":{"rendered":"\u70ba\u4ec0\u9ebc\u5728\u8cc7\u6599\u5eab\u8207\u61c9\u7528\u7a0b\u5f0f\u4f3a\u670d\u5668\u67b6\u69cb\u4e2d\uff0cNUMA \u610f\u8b58\u5982\u6b64\u91cd\u8981\uff1f"},"content":{"rendered":"<div class=\"section-blog-2025\">\n\u4e00\u53f0\u4f3a\u670d\u5668\u5373\u4f7f\u64c1\u6709\u5145\u8db3\u7684 RAM \u8207\u9ad8\u901f CPU\uff0c\u8cc7\u6599\u5eab\u6216\u61c9\u7528\u7a0b\u5f0f\u6548\u80fd\u4ecd\u53ef\u80fd\u4e0d\u5982\u9810\u671f\u3002\u5728\u8a31\u591a\u591a\u63d2\u69fd\u7cfb\u7d71\u4e2d\uff0c\u554f\u984c\u4e0d\u5728\u65bc\u8a18\u61b6\u9ad4\u7e3d\u5bb9\u91cf\u4e0d\u8db3\uff0c\u800c\u5728\u65bc\u8a18\u61b6\u9ad4\u5b58\u53d6\u7684\u672c\u5730\u6027\u3002\u7576\u5de5\u4f5c\u8ca0\u8f09\u904b\u884c\u5728\u4e00\u9846\u8655\u7406\u5668\u4e0a\uff0c\u537b\u983b\u7e41\u5b58\u53d6\u53e6\u4e00\u9846\u8655\u7406\u5668\u6240\u9023\u63a5\u7684\u8a18\u61b6\u9ad4\u6642\uff0c\u5ef6\u9072\u5c31\u6703\u4e0a\u5347\uff0c\u6548\u7387\u4e5f\u6703\u4e0b\u964d\u3002\u9019\u6b63\u662f <a href=\"https:\/\/www.dataplugs.com\/tc\/how-does-numa-architecture-impact-performance-on-high-core-count-servers\/\"><strong>NUMA \u610f\u8b58<\/strong><\/a> \u5728\u73fe\u4ee3\u4f3a\u670d\u5668\u67b6\u69cb\u4e2d\u5982\u6b64\u91cd\u8981\u7684\u539f\u56e0\uff0c\u7279\u5225\u662f\u5728\u8cc7\u6599\u5eab\u3001\u865b\u64ec\u6a5f\u3001\u5206\u6790\u5e73\u53f0\u8207\u9ad8\u4f75\u767c\u61c9\u7528\u5834\u666f\u4e2d\u3002<\/p>\n<h2><strong>NUMA \u5728\u5be6\u969b\u4f3a\u670d\u5668\u67b6\u69cb\u4e2d\u7684\u610f\u601d\u662f\u4ec0\u9ebc<\/strong><\/h2>\n<p>NUMA\uff0c\u5168\u540d\u662f Non-Uniform Memory Access\uff0c\u4e2d\u6587\u901a\u5e38\u8b6f\u70ba\u975e\u4e00\u81f4\u6027\u8a18\u61b6\u9ad4\u5b58\u53d6\uff0c\u662f\u4e00\u7a2e\u61c9\u7528\u5728\u5177\u5099\u5169\u9846\u6216\u4ee5\u4e0a\u5be6\u9ad4 CPU \u4f3a\u670d\u5668\u4e0a\u7684\u8a18\u61b6\u9ad4\u8a2d\u8a08\u3002\u6bcf\u9846 CPU \u90fd\u6709\u81ea\u5df1\u5c0d\u61c9\u7684\u672c\u5730\u8a18\u61b6\u9ad4\u5340\u57df\u3002\u7cfb\u7d71\u5167\u6240\u6709\u8655\u7406\u5668\u90fd\u53ef\u4ee5\u5b58\u53d6\u5168\u90e8\u8a18\u61b6\u9ad4\uff0c\u4f46\u5b58\u53d6\u672c\u5730\u8a18\u61b6\u9ad4\u7684\u901f\u5ea6\uff0c\u6703\u6bd4\u5b58\u53d6\u9023\u63a5\u5728\u53e6\u4e00\u9846 CPU \u4e0a\u7684\u9060\u7aef\u8a18\u61b6\u9ad4\u66f4\u5feb\u3002<\/p>\n<p>\u9019\u7a2e\u8a2d\u8a08\u6bd4\u8b93\u6240\u6709\u8655\u7406\u5668\u5171\u7528\u540c\u4e00\u689d\u8a18\u61b6\u9ad4\u8def\u5f91\u66f4\u5bb9\u6613\u64f4\u5c55\u3002\u5728\u73fe\u4ee3\u4f01\u696d\u7d1a\u4f3a\u670d\u5668\u4e2d\uff0c\u7279\u5225\u662f\u63a1\u7528 Intel Xeon \u8207 AMD EPYC \u7684\u96d9\u63d2\u69fd\u7cfb\u7d71\uff0cNUMA \u5df2\u662f\u5e38\u898b\u7684\u786c\u9ad4\u67b6\u69cb\u3002\u6838\u5fc3\u91cd\u9ede\u5f88\u7c21\u55ae\uff1a\u6574\u53f0\u4f3a\u670d\u5668\u5167\u90e8\u7684\u8a18\u61b6\u9ad4\u5b58\u53d6\u901f\u5ea6\uff0c\u4e26\u4e0d\u662f\u5b8c\u5168\u76f8\u540c\u7684\u3002<\/p>\n<h2><strong>\u70ba\u4ec0\u9ebc\u8cc7\u6599\u5eab\u5c0d NUMA \u7279\u5225\u654f\u611f<\/strong><\/h2>\n<p>MySQL\u3001PostgreSQL\u3001Microsoft SQL Server \u8207 Oracle \u7b49\u8cc7\u6599\u5eab\uff0c\u975e\u5e38\u4f9d\u8cf4\u8a18\u61b6\u9ad4\u4f86\u652f\u6490 buffer pool\u3001\u5171\u4eab\u8a18\u61b6\u9ad4\u3001\u57f7\u884c\u8a08\u5283\u3001\u7d22\u5f15\u3001\u5feb\u53d6\u8207\u4ea4\u6613\u8655\u7406\u3002<\/p>\n<p>\u7576\u8cc7\u6599\u5eab\u7a0b\u5e8f\u57f7\u884c\u5728\u67d0\u4e00\u500b\u63d2\u69fd\u4e0a\uff0c\u537b\u4e0d\u65b7\u5b58\u53d6\u53e6\u4e00\u500b\u63d2\u69fd\u4e0a\u7684\u9ad8\u71b1\u5ea6\u8a18\u61b6\u9ad4\u9801\u9762\u6642\uff0c\u67e5\u8a62\u57f7\u884c\u6548\u7387\u5c31\u6703\u4e0b\u964d\u3002\u9019\u53ef\u80fd\u8868\u73fe\u70ba\u5ef6\u9072\u4e0d\u7a69\u5b9a\u3001\u541e\u5410\u91cf\u4e0b\u964d\uff0c\u4ee5\u53ca\u5728\u9ad8\u5cf0\u6d41\u91cf\u671f\u9593\u6548\u80fd\u8b8a\u5f97\u4e0d\u5920\u53ef\u9810\u6e2c\u3002<\/p>\n<p>\u9019\u4e5f\u662f\u70ba\u4ec0\u9ebc\u6709\u4e9b\u898f\u683c\u5f88\u9ad8\u7684\u4f3a\u670d\u5668\uff0c\u5be6\u969b\u4e0a\u537b\u672a\u5fc5\u80fd\u5982\u9810\u671f\u64f4\u5c55\u3002\u5373\u4f7f CPU \u8207 RAM \u898f\u683c\u5f88\u5f37\uff0cNUMA \u5931\u8861\u4ecd\u53ef\u80fd\u6084\u6084\u62d6\u6162\u6574\u9ad4\u6548\u80fd\u3002<\/p>\n<p>Tip\uff1aRAM \u5bb9\u91cf\u5927\uff0c\u4e0d\u4ee3\u8868\u8a18\u61b6\u9ad4\u5b58\u53d6\u4e00\u5b9a\u5feb\u3002\u5982\u679c\u5de5\u4f5c\u8ca0\u8f09\u4e00\u76f4\u5f9e\u932f\u8aa4\u7684 NUMA \u7bc0\u9ede\u53d6\u6578\u64da\uff0c\u6548\u80fd\u4ecd\u7136\u6703\u53d7\u5f71\u97ff\u3002<\/p>\n<h2><strong>\u70ba\u4ec0\u9ebc\u61c9\u7528\u7a0b\u5f0f\u4f3a\u670d\u5668\u540c\u6a23\u6703\u53d7\u5f71\u97ff<\/strong><\/h2>\n<p>NUMA \u4e0d\u53ea\u662f\u8cc7\u6599\u5eab\u8b70\u984c\u3002\u7576\u61c9\u7528\u7a0b\u5f0f\u4f3a\u670d\u5668\u904b\u884c\u7684\u662f\u9ad8\u8a18\u61b6\u9ad4\u9700\u6c42\u6216\u9ad8\u4f75\u767c\u5de5\u4f5c\u8ca0\u8f09\u6642\uff0c\u540c\u6a23\u6703\u53d7\u5230\u5f71\u97ff\u3002Java \u61c9\u7528\u4f3a\u670d\u5668\u3001PHP-FPM\u3001Redis\u3001Elasticsearch\u3001Node.js \u53e2\u96c6\uff0c\u4ee5\u53ca AI \u63a8\u8ad6\u670d\u52d9\uff0c\u90fd\u4f9d\u8cf4\u9ad8\u6548\u7387\u7684\u8a18\u61b6\u9ad4\u5b58\u53d6\u3002<\/p>\n<p>NUMA \u5c0d\u9f4a\u4e0d\u4f73\u6642\uff0c\u5e38\u898b\u73fe\u8c61\u5305\u62ec\u56de\u61c9\u6642\u9593\u4e0d\u7a69\u3001\u5728\u8ca0\u8f09\u4e0a\u5347\u6642\u541e\u5410\u91cf\u8b8a\u4f4e\uff0c\u4ee5\u53ca CPU \u4f7f\u7528\u7387\u589e\u52a0\u537b\u6c92\u6709\u5e36\u4f86\u76f8\u61c9\u7684\u6548\u80fd\u63d0\u5347\u3002\u5feb\u53d6\u6548\u679c\u3001\u5de5\u4f5c\u7a0b\u5e8f\u6548\u7387\u8207\u57f7\u884c\u74b0\u5883\u7a69\u5b9a\u6027\uff0c\u90fd\u53ef\u80fd\u56e0\u70ba\u57f7\u884c\u7dd2\u8207\u8a18\u61b6\u9ad4\u5206\u6563\u5728\u4e0d\u540c\u63d2\u69fd\u4e0a\u800c\u53d7\u5f71\u97ff\u3002<\/p>\n<p>\u7576\u61c9\u7528\u5c64\u8207\u8cc7\u6599\u5eab\u5c64\u5171\u7528\u540c\u4e00\u53f0\u4f3a\u670d\u5668\u6216\u540c\u4e00\u500b\u865b\u64ec\u5316\u4e3b\u6a5f\u6642\uff0c\u9019\u7a2e\u60c5\u6cc1\u901a\u5e38\u6703\u66f4\u52a0\u660e\u986f\u3002<\/p>\n<h2><strong>NUMA \u5982\u4f55\u5f71\u97ff\u865b\u64ec\u5316\u8207\u5bb9\u5668\u5e73\u53f0<\/strong><\/h2>\n<p>\u7576\u4e00\u53f0\u5be6\u9ad4\u4e3b\u6a5f\u627f\u8f09\u591a\u500b\u670d\u52d9\u6642\uff0cNUMA \u5c31\u8b8a\u5f97\u66f4\u52a0\u91cd\u8981\u3002\u50cf VMware \u8207 KVM \u9019\u985e Hypervisor\uff0c\u9700\u8981\u8b39\u614e\u5b89\u6392\u865b\u64ec CPU \u8207\u8a18\u61b6\u9ad4\u7684\u4f4d\u7f6e\u3002\u5982\u679c\u4e00\u53f0\u865b\u64ec\u6a5f\u4e0d\u7406\u60f3\u5730\u8de8\u8d8a\u591a\u500b NUMA \u7bc0\u9ede\uff0c\u5c31\u53ef\u80fd\u51fa\u73fe\u6548\u80fd\u554f\u984c\uff0c\u800c\u5ba2\u9ad4\u4f5c\u696d\u7cfb\u7d71\u672c\u8eab\u672a\u5fc5\u80fd\u6e05\u695a\u53cd\u6620\u539f\u56e0\u3002<\/p>\n<p>\u57f7\u884c\u8cc7\u6599\u5eab\u3001\u5206\u6790\u5e73\u53f0\u6216\u4f01\u696d\u61c9\u7528\u7684\u5927\u578b\u865b\u64ec\u6a5f\uff0c\u901a\u5e38\u5c24\u5176\u654f\u611f\u3002Kubernetes \u8207\u5bb9\u5668\u5e73\u53f0\u4e5f\u53ef\u80fd\u9762\u5c0d\u985e\u4f3c\u60c5\u6cc1\uff0c\u7279\u5225\u662f\u5728\u6709\u72c0\u614b\u5de5\u4f5c\u8ca0\u8f09\u3001AI \u670d\u52d9\u8207\u8a18\u61b6\u9ad4\u5bc6\u96c6\u578b\u61c9\u7528\u4e0a\u3002<\/p>\n<p>Tip\uff1a\u5982\u679c\u4e00\u53f0\u591a\u63d2\u69fd\u4f3a\u670d\u5668\u5728\u6e2c\u8a66\u6642\u8868\u73fe\u4e0d\u932f\uff0c\u6b63\u5f0f\u74b0\u5883\u537b\u8b8a\u5dee\uff0c\u5148\u6aa2\u67e5 CPU \u8207\u8a18\u61b6\u9ad4\u914d\u7f6e\uff0c\u518d\u5224\u65b7\u662f\u5426\u662f\u8edf\u9ad4\u672c\u8eab\u7684\u554f\u984c\u3002<\/p>\n<h2><strong>\u5982\u4f55\u6aa2\u67e5 NUMA \u662f\u5426\u6b63\u5728\u5f71\u97ff\u6548\u80fd<\/strong><\/h2>\n<p>\u5728 Linux \u74b0\u5883\u4e2d\uff0c\u901a\u5e38\u53ef\u4ee5\u5148\u5f9e\u4ee5\u4e0b\u6307\u4ee4\u958b\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>\u9019\u4e9b\u6307\u4ee4\u53ef\u4ee5\u986f\u793a\u8655\u7406\u5668\u62d3\u64b2\u3001NUMA \u7bc0\u9ede\u5e03\u5c40\uff0c\u4ee5\u53ca\u8a18\u61b6\u9ad4\u662f\u4ee5\u672c\u5730\u9084\u662f\u9060\u7aef\u65b9\u5f0f\u88ab\u5b58\u53d6\u3002\u5b83\u5011\u6709\u52a9\u65bc\u5224\u65b7\u9060\u7aef\u8a18\u61b6\u9ad4\u6d41\u91cf\u662f\u5426\u904e\u9ad8\u3002<\/p>\n<p>\u7a0b\u5e8f\u89aa\u548c\u6027\u5de5\u5177\u4e5f\u80fd\u5e6b\u52a9\u78ba\u8a8d\u95dc\u9375\u670d\u52d9\u662f\u5426\u904b\u884c\u5728\u9810\u671f\u7684\u4f4d\u7f6e\u3002\u76ee\u6a19\u4e0d\u662f\u5c0d\u6240\u6709\u5de5\u4f5c\u8ca0\u8f09\u90fd\u505a\u50f5\u786c\u7684\u8abf\u6574\uff0c\u800c\u662f\u627e\u51fa\u662f\u5426\u56e0\u8a18\u61b6\u9ad4\u672c\u5730\u6027\u4e0d\u4f73\u800c\u640d\u5931\u4e86\u5be6\u969b\u6548\u80fd\u3002<\/p>\n<h2><strong>\u5982\u4f55\u512a\u5316 NUMA \u6548\u80fd<\/strong><\/h2>\n<p>\u6700\u6709\u6548\u7684 NUMA \u512a\u5316\uff0c\u901a\u5e38\u90fd\u662f\u52d9\u5be6\u7684\u505a\u6cd5\u3002\u8b93\u7a0b\u5e8f\u76e1\u91cf\u9760\u8fd1\u5b83\u6700\u5e38\u4f7f\u7528\u7684\u8a18\u61b6\u9ad4\u3002\u82e5\u4f5c\u696d\u7cfb\u7d71\u3001Hypervisor \u6216\u61c9\u7528\u7a0b\u5f0f\u672c\u8eab\u652f\u63f4 NUMA-aware \u8a2d\u5b9a\uff0c\u5c31\u61c9\u5584\u52a0\u5229\u7528\u3002\u898f\u5283\u865b\u64ec\u6a5f\u6642\uff0c\u4e5f\u61c9\u628a\u5be6\u9ad4\u62d3\u64b2\u4e00\u4f75\u7d0d\u5165\u8003\u91cf\u3002<\/p>\n<p>\u540c\u6642\uff0c\u4e5f\u61c9\u5728\u771f\u5be6\u6d41\u91cf\u4e0b\u9032\u884c\u6e2c\u8a66\u3002\u55ae\u7d14\u7684\u57fa\u6e96\u6e2c\u8a66\uff0c\u5f80\u5f80\u7121\u6cd5\u53cd\u6620\u6b63\u5f0f\u74b0\u5883\u4e2d\u8cc7\u6599\u5eab\u3001API\u3001\u5feb\u53d6\u8207\u80cc\u666f\u5de5\u4f5c\u7a0b\u5e8f\u540c\u6642\u7af6\u722d\u8cc7\u6e90\u7684\u60c5\u6cc1\u3002NUMA \u8abf\u6821\u82e5\u80fd\u653e\u5728\u66f4\u5168\u9762\u7684\u6548\u80fd\u6aa2\u8996\u4e2d\uff0c\u901a\u5e38\u6548\u679c\u6703\u66f4\u597d\u3002<\/p>\n<p>Tip\uff1a\u6838\u5fc3\u6578\u91cf\u589e\u52a0\uff0c\u4e0d\u4e00\u5b9a\u4ee3\u8868\u6548\u80fd\u6703\u66f4\u597d\u3002\u5982\u679c\u5de5\u4f5c\u8ca0\u8f09\u4e00\u76f4\u5728\u4e0d\u540c\u9060\u7aef\u8a18\u61b6\u9ad4\u5340\u57df\u9593\u4f86\u56de\u5207\u63db\uff0c\u6548\u7387\u53cd\u800c\u53ef\u80fd\u4e0b\u964d\u3002<\/p>\n<h2><strong>\u70ba\u4ec0\u9ebc NUMA \u61c9\u8a72\u5f71\u97ff\u4f3a\u670d\u5668\u898f\u5283<\/strong><\/h2>\n<p>NUMA \u610f\u8b58\u61c9\u8a72\u5728\u90e8\u7f72\u524d\u5c31\u7d0d\u5165\u8003\u616e\uff0c\u800c\u4e0d\u662f\u7b49\u5230\u6548\u80fd\u554f\u984c\u51fa\u73fe\u5f8c\u624d\u8655\u7406\u3002\u70ba\u8cc7\u6599\u5eab\u6216\u61c9\u7528\u5e73\u53f0\u9078\u64c7\u5c08\u5c6c\u4f3a\u670d\u5668\u6642\uff0c\u4e0d\u61c9\u53ea\u770b RAM \u7e3d\u91cf\u8207\u6838\u5fc3\u6578\u3002CPU 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