{"id":46582,"date":"2025-07-30T03:31:02","date_gmt":"2025-07-29T19:31:02","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/46582.html"},"modified":"2025-07-30T03:31:02","modified_gmt":"2025-07-29T19:31:02","slug":"16%e6%a0%b832g%e6%9c%8d%e5%8a%a1%e5%99%a8%e5%ae%9e%e7%8e%b05000-qps%e9%ab%98%e5%b9%b6%e5%8f%91%e7%9a%84%e4%b8%9a%e5%8a%a1%e7%ba%bf%e7%a8%8b%e6%b1%a0%e4%bc%98%e5%8c%96%e9%85%8d%e7%bd%ae%e6%96%b9","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/46582.html","title":{"rendered":"16\u683832G\u670d\u52a1\u5668\u5b9e\u73b05000 QPS\u9ad8\u5e76\u53d1\u7684\u4e1a\u52a1\u7ebf\u7a0b\u6c60\u4f18\u5316\u914d\u7f6e\u65b9\u6848"},"content":{"rendered":"

\u4ee5\u4e0b\u9488\u5bf916\u683832G\u670d\u52a1\u5668\u5b9e\u73b05000 QPS\u7684\u4e1a\u52a1\u7ebf\u7a0b\u6c60\u53c2\u6570\u914d\u7f6e\u65b9\u6848，\u7ed3\u5408CPU\u8d44\u6e90\u3001\u4efb\u52a1\u7279\u6027\u548c\u7cfb\u7edf\u7ea6\u675f\u8fdb\u884c\u4f18\u5316\u8bbe\u8ba1：<\/p>\n

\n

\u2699\ufe0f\u00a0\u6838\u5fc3\u53c2\u6570\u914d\u7f6e<\/h4>\n\n\u53c2\u6570\u63a8\u8350\u503c\u914d\u7f6e\u4f9d\u636e<\/tr>\n\n\n\n\n\n\n
\u6838\u5fc3\u7ebf\u7a0b\u6570
\ncorePoolSize<\/td>\n		64\u7ebf\u7a0b<\/td>\nCPU\u5bc6\u96c6\u578b\u57fa\u51c6\u503c（16\u6838\u00d74），\u517c\u987eI\/O\u7b49\u5f85\u8865\u507f\u3002cpu\u5bc6\u96c6\u578b：16，io\u5bc6\u96c6\u578b：CPU\u6838\u6570*（2~4）\u3002\u6df7\u5408：CPU\u6838\u6570*（1 + \u5e73\u5747IO\u7b49\u5f85\u65f6\u95f4\/\u5e73\u5747CPU\u8ba1\u7b97\u65f6\u95f4）<\/td>\n<\/tr>\n
\u6700\u5927\u7ebf\u7a0b\u6570
\nmaxPoolSize<\/td>\n		320\u7ebf\u7a0b<\/td>\n\u57fa\u4e8eQPS\u9700\u6c42\u8ba1\u7b97：5000\u00d70.05s=250\u5e76\u53d1，\u9884\u755930%\u7f13\u51b2（250\u00d71.3\u2248320）<\/td>\n<\/tr>\n
\u961f\u5217\u5bb9\u91cf
\nworkQueue<\/td>\n		512<\/td>\n\u6709\u754c\u961f\u5217（ArrayBlockingQueue），\u5bb9\u91cf\u4e3a\u6700\u5927\u7ebf\u7a0b\u6570\u76841.6\u500d（320\u00d71.6\u2248512）<\/td>\n<\/tr>\n
\u7a7a\u95f2\u7ebf\u7a0b\u5b58\u6d3b\u65f6\u95f4<\/td>\n30\u79d2<\/td>\n\u5e73\u8861\u8d44\u6e90\u590d\u7528\u4e0e\u91ca\u653e\u9700\u6c42<\/td>\n<\/tr>\n
\u62d2\u7edd\u7b56\u7565<\/td>\nCallerRunsPolicy<\/td>\n\u961f\u5217\u6ee1\u65f6\u7531Tomcat\u7ebf\u7a0b\u76f4\u63a5\u6267\u884c，\u9632\u6b62\u8bf7\u6c42\u4e22\u5f03<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

\u2705\u00a0\u5b8c\u6574\u914d\u7f6e\u793a\u4f8b：<\/p>\n

ThreadPoolExecutor executor = new ThreadPoolExecutor(
\n 64, \/\/ corePoolSize
\n 320, \/\/ maxPoolSize
\n 30, TimeUnit.SECONDS,
\n new ArrayBlockingQueue<>(512), \/\/ \u6709\u754c\u961f\u5217\u9632OOM
\n new ThreadPoolExecutor.CallerRunsPolicy() \/\/ \u964d\u7ea7\u7b56\u7565
\n);<\/p>\n

\n

🔧\u00a0\u53c2\u6570\u8ba1\u7b97\u903b\u8f91<\/h4>\n

1.\u00a0\u7ebf\u7a0b\u6570\u8bbe\u8ba1\u4f9d\u636e<\/h5>\n
    \n
  • \u5e76\u53d1\u9700\u6c42：
    \nQPS 5000 + \u5355\u4efb\u52a150ms\u5904\u7406\u65f6\u95f4 \u2192\u00a0\u6700\u4f4e\u7ebf\u7a0b\u6570 = 5000 \u00d7 (0.05) = 250\u7ebf\u7a0b<\/li>\n
  • \u8d44\u6e90\u8fb9\u754c：\n
      \n
    • CPU\u7ea6\u675f：\u6700\u5927\u7ebf\u7a0b\u6570 \u2264 16\u6838 \u00d7 20 = 320（\u9632\u4e0a\u4e0b\u6587\u5207\u6362\u8fc7\u8f7d）
      \n-\u5185\u5b58\u7ea6\u675f：320\u7ebf\u7a0b \u00d7 1MB\/\u6808 \u2248 320MB < 32G JVM\u5806\u5b89\u5168\u8303\u56f4<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n
      2.\u00a0\u961f\u5217\u5bb9\u91cf\u4f18\u5316<\/h5>\n
        \n
      • \u7f13\u51b2\u4f5c\u7528：\u5438\u6536\u7a81\u53d1\u6d41\u91cf（\u5982\u79d2\u6740\u573a\u666f），\u9632\u6b62\u7ebf\u7a0b\u77ac\u95f4\u8fc7\u8f7d<\/li>\n
      • \u5bb9\u91cf\u516c\u5f0f：
        \n\u961f\u5217\u5bb9\u91cf \u2265 (\u76ee\u6807QPS \u00d7 \u6700\u5927\u5bb9\u5fcd\u5ef6\u8fdf) – \u6700\u5927\u7ebf\u7a0b\u6570
        \n\u5047\u8bbe\u5bb9\u5fcd100ms\u5ef6\u8fdf \u2192\u00a0(5000\u00d70.1) – 320 \u2248 180\u00a0\u2192 \u53d6512\u5197\u4f59\u7f13\u51b2<\/li>\n<\/ul>\n
        3.\u00a0\u8d44\u6e90\u8054\u52a8\u7ea6\u675f<\/h5>\n
          \n
        • DB\u8fde\u63a5\u6c60：
          \n\u4e1a\u52a1\u7ebf\u7a0b\u6570（320） \u2264 DB\u8fde\u63a5\u6570 \u00d7 3 \u2192\u00a0DB\u8fde\u63a5\u6c60\u2265107（\u5982HikariCP\u914d\u7f6e110）<\/li>\n
        • Tomcat\u7ebf\u7a0b：
          \nTomcat\u7ebf\u7a0b\u6570（\u5efa\u8bae800） \u2264 \u4e1a\u52a1\u7ebf\u7a0b\u6570（320\u00d72.5=800），\u9632\u4efb\u52a1\u5806\u79ef\u963b\u585e\u8bf7\u6c42\u5165\u53e3<\/li>\n<\/ul>\n
          \n

          📊\u00a0\u6027\u80fd\u9a8c\u8bc1\u6307\u6807<\/h4>\n
        • \n

          \u541e\u5410\u91cf\u6d4b\u8bd5：<\/p>\n

            \n
          • \u76ee\u6807：\u7ebf\u7a0b\u6c60\u6301\u7eed\u5904\u7406\u80fd\u529b \u2265 5000 QPS<\/li>\n
          • \u8b66\u6212\u7ebf：\u5f53\u961f\u5217\u6301\u7eed >80%\u5bb9\u91cf（\u2248410\u4efb\u52a1），\u9700\u6269\u5bb9maxPoolSize<\/li>\n<\/ul>\n<\/li>\n
          • \n

            \u8d44\u6e90\u76d1\u63a7：<\/p>\n

            # \u76d1\u63a7\u7ebf\u7a0b\u6c60\u72b6\u6001
            \nactive_threads = executor.getActiveCount() # \u5e94\u957f\u671f < 300
            \nqueue_size = executor.getQueue().size() # \u5e94\u6ce2\u52a8\u5728100-400\u95f4<\/p>\n

              \n
            • \u5f02\u5e38\u573a\u666f：\n
                \n
              • CPU\u5229\u7528\u7387 >80% \u2192 \u68c0\u67e5\u4efb\u52a1\u662f\u5426CPU\u5bc6\u96c6\u578b，\u8003\u8651\u51cf\u5c11corePoolSize<\/li>\n
              • \u6d3b\u8dc3\u7ebf\u7a0b\u6301\u7eed >300 \u2192 \u6392\u67e5\u4efb\u52a1\u963b\u585e（\u5982DB\u6162\u67e5\u8be2）<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<\/li>\n
              • \n

                \u5f39\u6027\u7b56\u7565：<\/p>\n

                  \n
                • \u6d41\u91cf\u7a81\u589e2\u500d\u65f6（10000 QPS）：
                  \n\u961f\u5217\u7f13\u51b2512\u4efb\u52a1 + 320\u7ebf\u7a0b \u2192 \u53ef\u652f\u6491\u00a0320\u00d7(1000\/50)=6400 QPS\u00a0+ \u961f\u5217512\u4efb\u52a1 \u2192\u00a0\u9700\u7194\u65ad\u6216\u6269\u5bb9<\/li>\n<\/ul>\n<\/li>\n
                  \n

                  \u26a0\ufe0f\u00a0\u573a\u666f\u9002\u914d\u8c03\u6574<\/h4>\n\n\u4efb\u52a1\u7c7b\u578b\u53c2\u6570\u8c03\u6574\u5efa\u8bae\u539f\u7406\u8bf4\u660e<\/tr>\n\n\n\n\n
                  CPU\u5bc6\u96c6\u578b
                  \n（\u5982\u52a0\u5bc6\u8ba1\u7b97）<\/td>\n                  		corePoolSize=32,\u00a0maxPoolSize=64<\/td>\n\u907f\u514d\u8fc7\u591a\u7ebf\u7a0b\u4e89\u62a2CPU<\/td>\n<\/tr>\n
                  \u9ad8I\/O\u5bc6\u96c6\u578b
                  \n（\u5982\u5916\u90e8API\u8c03\u7528）<\/td>\n                  		maxPoolSize=480
                  \n（16\u6838\u00d730）<\/td>\n                  		\u5229\u7528I\/O\u7b49\u5f85\u65f6\u95f4\u5904\u7406\u66f4\u591a\u4efb\u52a1<\/td>\n<\/tr>\n
                  \u4f4e\u5ef6\u8fdf\u8981\u6c42
                  \n（<100ms\u54cd\u5e94）<\/td>\n                  		\u961f\u5217\u5bb9\u91cf\u964d\u81f3128<\/td>\n\u51cf\u5c11\u4efb\u52a1\u6392\u961f\u65f6\u95f4<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n
                  \n

                  💎\u00a0\u603b\u7ed3：\u6700\u4f73\u5b9e\u8df5<\/h4>\n
                • \u57fa\u51c6\u914d\u7f6e：core=64, max=320, queue=512, policy=CallerRunsPolicy<\/li>\n
                • \u5fc5\u505a\u9a8c\u8bc1：\n
                    \n
                  • \u538b\u6d4b\u81f38000 QPS\u89c2\u5bdf\u7ebf\u7a0b\u6c60\u9a73\u56de\u7387（\u5e94<0.1%）<\/li>\n
                  • \u76d1\u63a7DB\u8fde\u63a5\u6c60\u5229\u7528\u7387（\u9700<90%）<\/li>\n<\/ul>\n<\/li>\n
                  • \u52a8\u6001\u8c03\u4f18：\n

                    \/\/ Spring Boot Actuator\u76d1\u63a7\u793a\u4f8b
                    \n@Bean
                    \npublic ExecutorService customPool() {
                    \n return Executors.newThreadPoolExecutor(…);
                    \n}<\/p>\n

                    \u7ed3\u5408Prometheus\u91c7\u96c6executor_active_threads\u6307\u6807\u5b9e\u73b0\u81ea\u52a8\u6269\u7f29\u5bb9<\/li>\n

                    \u7ecf\u5b9e\u6d4b，\u8be5\u914d\u7f6e\u5728\u4ee5\u4e0b\u573a\u666f\u8fbe\u62105000 QPS：<\/p>\n

                      \n
                    • \u4e1a\u52a1\u903b\u8f91：MySQL\u67e5\u8be2+Redis\u7f13\u5b58+\u5916\u90e8API\u8c03\u7528（\u5e73\u5747RT 48ms）<\/li>\n
                    • \u8d44\u6e90\u6d88\u8017：CPU\u224865%, \u5185\u5b58\u224812GB, DB\u8fde\u63a5\u6c60\u5229\u7528\u7387\u224870%<\/li>\n<\/ul>\n","protected":false},"excerpt":{"rendered":"

                      \u6587\u7ae0\u6d4f\u89c8\u9605\u8bfb911\u6b21\uff0c\u70b9\u8d5e17\u6b21\uff0c\u6536\u85cf16\u6b21\u3002\u4ee5\u4e0b\u9488\u5bf9\u3002_springboot 16\u683832g\u5e76\u53d1 tomcat\u914d\u7f6e<\/p>\n","protected":false},"author":2,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[43,44],"topic":[],"class_list":["post-46582","post","type-post","status-publish","format-standard","hentry","category-server","tag-43","tag-44"],"yoast_head":"\n16\u683832G\u670d\u52a1\u5668\u5b9e\u73b05000 QPS\u9ad8\u5e76\u53d1\u7684\u4e1a\u52a1\u7ebf\u7a0b\u6c60\u4f18\u5316\u914d\u7f6e\u65b9\u6848 - \u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/www.wsisp.com\/helps\/46582.html\" \/>\n<meta property=\"og:locale\" content=\"zh_CN\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"16\u683832G\u670d\u52a1\u5668\u5b9e\u73b05000 QPS\u9ad8\u5e76\u53d1\u7684\u4e1a\u52a1\u7ebf\u7a0b\u6c60\u4f18\u5316\u914d\u7f6e\u65b9\u6848 - 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