{"id":89366,"date":"2025-11-06T13:00:00","date_gmt":"2025-11-06T13:00:00","guid":{"rendered":"https:\/\/www.azul.com\/blog\/a-shortcut-to-reducing-cloud-compute-spending\/"},"modified":"2025-12-12T19:56:19","modified_gmt":"2025-12-12T19:56:19","slug":"a-shortcut-to-reducing-cloud-compute-spending","status":"publish","type":"post","link":"https:\/\/www.azul.com\/zh-hans\/blog\/a-shortcut-to-reducing-cloud-compute-spending\/","title":{"rendered":"\u964d\u4f4e\u4e91\u8ba1\u7b97\u652f\u51fa\u7684\u6377\u5f84\u00a0"},"content":{"rendered":"\n<h2 class=\"wp-block-heading\" id=\"h-\u603b\u7ed3-nbsp\"><em>\u603b\u7ed3<\/em>&nbsp;<\/h2>\n\n\n\n<p><em>\u8bb8\u591a\u7ec4\u7ec7\u5bfb\u6c42\u63a7\u5236\u548c\u964d\u4f4e\u5176\u4e91\u8ba1\u7b97\u6210\u672c\uff0c\u800c\u591a\u79cd\u5f80\u5f80\u76f8\u8f85\u76f8\u6210\u7684\u6280\u672f\u53ef\u7528\u6765\u5b9e\u73b0\u8fd9\u4e00\u76ee\u6807\u3002\u5728\u4e0d\u4fee\u6539\u4ee3\u7801\u6216\u91cd\u65b0\u8bbe\u8ba1\u67b6\u6784\u7684\u524d\u63d0\u4e0b\uff0c\u5728\u66f4\u4f18\u7684<\/em><em> JVM <\/em><em>\u4e0a\u8fd0\u884c\u5e94\u7528\u7a0b\u5e8f\uff0c\u662f\u4e00\u79cd\u5feb\u901f\u3001\u4f4e\u5de5\u4f5c\u91cf\u3001\u4f4e\u6295\u5165\u7684\u65b9\u5f0f\uff0c\u53ef\u964d\u4f4e<\/em><em> Java <\/em><em>\u53ca\u57fa\u4e8e<\/em><em> JVM <\/em><em>\u7684\u5e94\u7528\u7a0b\u5e8f\u7684\u8ba1\u7b97\u6210\u672c\u5e76\u63d0\u5347\u6548\u7387\u3002<\/em><\/p>\n\n\n\n<p><em>\u5728\u672c\u6587\u4e2d\uff0c\u60a8\u5c06\u4e86\u89e3\u4f7f\u7528\u66f4\u4f18\u7684<\/em><em> JVM <\/em><em>\u6765\u964d\u4f4e<\/em><em> Java <\/em><em>\u548c\u57fa\u4e8e<\/em><em> JVM <\/em><em>\u7684\u5e94\u7528\u7a0b\u5e8f\u548c\u57fa\u7840\u8bbe\u65bd\u4e2d\u7684\u7cfb\u7edf\u6027\u4e91\u8ba1\u7b97\u6210\u672c\u7684\u4e09\u79cd\u4e3b\u8981\u65b9\u5f0f<\/em>\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u901f\u5ea6\uff1a<\/strong><em>JVM <\/em><em>\u80fd\u66f4\u5feb\u5730\u8fd0\u884c\u5e94\u7528\u7a0b\u5e8f\u4ee3\u7801\uff0c\u53ef\u51cf\u5c11\u5b8c\u6210\u76f8\u540c\u5de5\u4f5c\u91cf\u6240\u9700\u7684<\/em><em> CPU <\/em><em>\u91cf<\/em><\/li>\n\n\n\n<li><strong><em>\u4e00\u81f4\u6027\uff1a<\/em><\/strong><em>JVM <\/em><em>\u80fd\u5728\u66f4\u9ad8\u5229\u7528\u7387\u6c34\u5e73\u4e0b\u63d0\u5347\u6267\u884c\u4e00\u81f4\u6027\uff0c\u4f7f\u7ec4\u7ec7\u80fd\u591f\u63d0\u9ad8\u81ea\u8eab\u5229\u7528\u7387\u76ee\u6807\uff0c\u4ece\u800c\u4ece\u4ed8\u8d39\u7684\u6bcf\u4e2a<\/em><em> vCPU <\/em><em>\u4e2d\u6316\u6398\u51fa\u66f4\u591a\u5de5\u4f5c\u4ea7\u51fa<\/em><em>\u00a0<\/em><\/li>\n\n\n\n<li><strong><em>\u5f39\u6027\uff1a<\/em><\/strong><em>JVM <\/em><em>\u901a\u8fc7\u51cf\u5c11\u4f1a\u5f71\u54cd\u670d\u52a1\u6c34\u5e73\u7684\u76f8\u5173\u5f02\u5e38\u6765\u4f18\u5316\u9884\u70ed\u8fc7\u7a0b\uff0c\u8fdb\u800c\u5728\u4e0d\u5f71\u54cd\u6d41\u91cf\u7684\u60c5\u51b5\u4e0b\u63d0\u5347\u5f39\u6027\u3002\u5f53\u8ba1\u7b97\u8d44\u6e90\u65e0\u9700\u4f7f\u7528\u6216\u5229\u7528\u7387\u4e0d\u8db3\u65f6\uff0c\u60a8\u53ef\u4ee5\u66f4\u53ca\u65f6\u5730\u5173\u95ed\u8fd9\u4e9b\u8d44\u6e90<\/em><\/li>\n<\/ul>\n\n\n\n<p><em>\u6211\u4eec\u5c06\u9010\u4e00\u63a2\u8ba8\u8fd9\u4e9b\u8d44\u6e90\uff0c\u5e76\u8bf4\u660e\u5982\u4f55\u4f7f\u7528\u8fd9\u4e9b\u8d44\u6e90\u6765\u964d\u4f4e\u6210\u672c\u3002<\/em><\/p>\n\n\n\n<p>\u964d\u4f4e\u8ba1\u7b97\u6210\u672c\u6700\u76f4\u63a5\u7684\u65b9\u5f0f\u4e4b\u4e00\u662f\u63d0\u5347\u6bcf\u4e2a\u5e94\u7528\u7a0b\u5e8f\u7684\u6027\u80fd\uff0c\u4f7f\u5176\u53ef\u4ee5\u7528\u66f4\u5c11\u7684\u8d44\u6e90\u4ea4\u4ed8\u540c\u7b49\u5de5\u4f5c\u91cf\u3002\u867d\u7136\u5bf9\u6bcf\u4e2a\u5e94\u7528\u7a0b\u5e8f\u7684\u4ee3\u7801\u8fdb\u884c\u91cd\u6784\u4ee5\u63d0\u5347\u5176\u6548\u7387\u6709\u65f6\u80fd\u5e26\u6765\u663e\u8457\u6210\u6548\uff0c\u4f46\u8fd8\u6709\u66f4\u5feb\u6377\u3001\u66f4\u7cfb\u7edf\u7684\u65b9\u6cd5\u6765\u63d0\u5347\u6027\u80fd\u548c\u964d\u4f4e\u6210\u672c\u3002<\/p>\n\n\n\n<p>\u63d0\u5347\u5e94\u7528\u7a0b\u5e8f\u6027\u80fd\u6700\u76f4\u63a5\u4e14\u89c1\u6548\u6700\u5feb\u7684\u65b9\u5f0f\uff0c\u662f\u5728\u66f4\u5feb\u6216\u66f4\u7ecf\u6d4e\u7684\u8ba1\u7b97\u57fa\u7840\u8bbe\u65bd\u4e0a\u8fd0\u884c\u76f8\u540c\u7684\u5e94\u7528\u7a0b\u5e8f\u4ee3\u7801\u3002<\/p>\n\n\n\n<p>\u90a3\u4e48\uff0c\u66f4\u5feb\u4e14\u66f4\u7ecf\u6d4e\u7684\u8ba1\u7b97\u57fa\u7840\u8bbe\u65bd\u4ece\u4f55\u800c\u6765\uff1f<\/p>\n\n\n\n<p>\u8fd9\u4e9b\u5e74\u6765\uff0c\u6211\u4eec\u7528\u4e8e\u8fd0\u884c\u5e94\u7528\u7a0b\u5e8f\u7684 vCPU \u901a\u5e38\u53d8\u5f97\u8d8a\u6765\u8d8a\u5feb\u3002\u5f53\u901f\u5ea6\u66f4\u5feb\u7684 vCPU \u4ee5\u76f8\u540c\u7684\u6bcf vCPU \u4ef7\u683c\uff08\u751a\u81f3\u6bcf\u7f8e\u5143\u5bf9\u5e94\u7684 vCPU \u901f\u5ea6\u66f4\u5feb\uff09\u63d0\u4f9b\u65f6\uff0c\u5c06\u4e91\u8ba1\u7b97\u6d88\u8017\u8fc1\u79fb\u81f3\u8fd9\u4e9b\u65b0\u578b vCPU \u663e\u7136\u662f\u964d\u4f4e\u6210\u672c\u7684\u4e00\u79cd\u65b9\u5f0f\u3002\u9009\u62e9\u53e6\u4e00\u79cd\u901a\u5e38\u662f\u4e00\u79cd\u6d6a\u8d39\u3002<\/p>\n\n\n\n<p>\u5f53\u53ef\u4ee5\u63d0\u4f9b\u76f8\u540c\u6027\u80fd\u4f46\u66f4\u4fbf\u5b9c\u7684 vCPU \u51fa\u73b0\u65f6\uff0c\u60c5\u51b5\u4e5f\u662f\u5982\u6b64\u3002\u8fd9\u79cd\u60c5\u51b5\u6709\u65f6\u4f1a\u5728 vCPU \u67b6\u6784\u6216\u4f9b\u5e94\u5546\u6539\u53d8\u65f6\u53d1\u751f\uff08\u4f8b\u5982 x86-64 \u4e0e Aarch64\u3001Intel \u4e0e AMD\uff09\u3002\u4f46\u968f\u7740\u65f6\u95f4\u7684\u63a8\u79fb\uff0c\u5728\u7ed9\u5b9a\u7684\u67b6\u6784\u548c\u786c\u4ef6\u4f9b\u5e94\u5546\u5185\uff0c\u8fd9\u79cd\u60c5\u51b5\u4e5f\u4f1a\u53d1\u751f\uff0c\u56e0\u4e3a\u968f\u7740\u6469\u5c14\u5b9a\u5f8b\u7684\u81ea\u7136\u53d1\u5c55\uff0c\u8d8a\u6765\u8d8a\u591a\u7684 vCPU \u53ef\u4ee5\u96c6\u6210\u5230\u7845\u82af\u7247\u4e2d\u3002<\/p>\n\n\n\n<p><em>\u63d0\u5347\u5e94\u7528\u7a0b\u5e8f\u6027\u80fd\u6700\u76f4\u63a5\u4e14\u89c1\u6548\u6700\u5feb\u7684\u65b9\u5f0f\uff0c\u662f\u5728\u66f4\u5feb\u6216\u66f4\u7ecf\u6d4e\u7684\u8ba1\u7b97\u57fa\u7840\u8bbe\u65bd\u4e0a\u8fd0\u884c\u76f8\u540c\u7684\u5e94\u7528\u7a0b\u5e8f\u4ee3\u7801\u3002<\/em><em><\/em><\/p>\n\n\n\n<p>Java \u548c\u57fa\u4e8e JVM \u7684\u5e94\u7528\u7a0b\u5e8f\u53ef\u4ee5\u5229\u7528\u5e95\u5c42 vCPU \u7684\u6b64\u7c7b\u53d8\u5316\uff0c\u56e0\u4e3a\u5728\u5927\u591a\u6570\u60c5\u51b5\u4e0b\uff0c\u76f8\u540c\u7684 Java \u4ee3\u7801\u51e0\u4e4e\u53ef\u4ee5\u5728\u6240\u6709\u4e91\u8ba1\u7b97\u5b9e\u4f8b\u7c7b\u578b\u4e0a\u8fd0\u884c\u3002\u800c\u4e14\u7531\u4e8e\u5e95\u5c42 JVM \u4f1a\u8c03\u6574\u5e94\u7528\u7a0b\u5e8f\u4ee3\u7801\uff0c\u4f7f\u5176\u65e2\u80fd\u5728\u5176\u90e8\u7f72\u6240\u5728\u7684\u4efb\u4f55\u786c\u4ef6\u4e0a\u8fd0\u884c\uff0c\u53c8\u80fd\u9488\u5bf9\u8be5\u786c\u4ef6\u8fdb\u884c\u4f18\u5316\uff0c\u56e0\u6b64\u65e0\u9700\u91cd\u65b0\u7f16\u8bd1\u5373\u53ef\u9002\u5e94\u4e0d\u65ad\u53d8\u5316\u7684\u786c\u4ef6\u9009\u62e9\u3002\u5ba2\u6237\u53ef\u4ee5\u9009\u62e9\u5728\u7ed9\u5b9a\u65f6\u95f4\u70b9\u63d0\u4f9b\u6700\u4f73\u201c\u6027\u4ef7\u6bd4\u201d\uff08\u6216\u6bcf\u7f8e\u5143\u6295\u5165\u83b7\u5f97\u7684\u5de5\u4f5c\u6548\u80fd\uff09\u7684\u5b9e\u4f8b\u7c7b\u578b\uff0c\u5e76\u968f\u7740\u8fd9\u4e9b\u6307\u6807\u968f\u65f6\u95f4\u7684\u53d8\u5316\u548c\u53d1\u5c55\uff0c\u5728\u8fd9\u4e9b\u5b9e\u4f8b\u7c7b\u578b\u4e4b\u95f4\u8fdb\u884c\u8f6c\u6362\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-\u60a8\u7684-jvm-\u9009\u62e9\u5982\u4f55\u5f71\u54cd\u4e91\u6210\u672c\">\u60a8\u7684 JVM \u9009\u62e9\u5982\u4f55\u5f71\u54cd\u4e91\u6210\u672c<\/h3>\n\n\n\n<p>\u6216\u8bb8\u4e0d\u592a\u660e\u663e\u7684\u662f\u7528\u4e8e\u5728\u8fd9\u4e9b vCPU \u4e0a\u8fd0\u884c\u7684 JVM \u7684\u9009\u62e9\u3002\u8fd9\u79cd\u9009\u62e9\u8fd8\u53ef\u4ee5\u5e26\u6765\u66f4\u5feb\u4e14\u66f4\u7ecf\u6d4e\u7684\u8ba1\u7b97\u57fa\u7840\u8bbe\u65bd\u3002\u80fd\u591f\u5728\u540c\u4e00 vCPU \u4e0a\u66f4\u5feb\u5730\u6267\u884c\u76f8\u540c\u5e94\u7528\u7a0b\u5e8f\u4ee3\u7801\u7684 JVM\uff0c[\u663e\u7136] \u4f1a\u4ee5\u4e0e\u66f4\u5feb\u3001\u66f4\u7ecf\u6d4e\u7684 vCPU \u76f8\u540c\u7684\u65b9\u5f0f\u964d\u4f4e\u6210\u672c\u3002<\/p>\n\n\n\n<p>\u5982\u4eca\uff0c\u4e0d\u540c JVM \u4e4b\u95f4\u7684\u901f\u5ea6\u5dee\u8ddd\u5df2\u8d85\u8fc7\u8fde\u7eed\u4e24\u4ee3 vCPU \u4e4b\u95f4\u4ee5\u53ca\u4e0d\u540c vCPU \u67b6\u6784\u4e4b\u95f4\u7684\u901f\u5ea6\u5dee\u8ddd\u3002\u8fd9\u4f7f\u5f97\u5728\u63a7\u5236\u6216\u964d\u4f4e\u4e91\u8ba1\u7b97\u6210\u672c\u65b9\u9762\uff0cJVM \u7684\u9009\u62e9\u4e0e CPU \u7684\u9009\u62e9\u540c\u7b49\u91cd\u8981\u3002<\/p>\n\n\n\n\n\n<section    class=\"c-smart-content c-smart-content--color-dark c-smart-content--mt-default c-smart-content--mb-default c-smart-content--pt-default c-smart-content--pb-default c-smart-content--color-1 o-component o-component--color-dark o-component--mt-default o-component--mb-default o-component--pt-default o-component--pb-default\"\n\n            id=\"block_1ce1463f200189bce193775b91afdb1d\"\n    \n    >\n    \n    <div class=\"o-component__wrap\">\n                    <div class=\"o-container\">\n        \n    \n<h2  class=\"c-smart-content__headline o-headline o-headline--center o-headline--h2 s-medium\"\n    >\n  \u66f4\u591a\u4e91\u6210\u672c\u4f18\u5316\u8d44\u6e90<\/h2>\n\n    \n    <div class=\"c-smart-content__grid c-smart-content__grid--3-cols\">\n        \n<a    class=\"c-smart-content__grid-item o-card o-card--has-image o-card--text-dark\"\n\n    \n            href=\"https:\/\/www.azul.com\/blog\/how-to-reduce-cloud-costs-for-java-with-finops\/?utm_medium=Blog&#038;utm_campaign=cco cookbook&#038;utm_source=Web&#038;utm_content=&#038;utm_term=\"\n        target=\"_self\"\n    >\n    \n            \n    <span class=\"o-card__image o-picture o-picture--card\">\n\n<picture>\n                        \n            \n            <source\n                media=\"(max-width: 425px)\"\n                srcset=\"https:\/\/azul.imgix.net\/wp-content\/uploads\/CCO-CN.png?auto=format&#038;crop=faces,entropy&#038;fit=crop&#038;q=80&#038;ar=1.91082802548&#038;w=377&#038;s=277227a5e4308af502c41eeb7cfd1cd9 1x, https:\/\/azul.imgix.net\/wp-content\/uploads\/CCO-CN.png?auto=format&#038;crop=faces,entropy&#038;fit=crop&#038;q=80&#038;ar=1.91082802548&#038;w=754&#038;s=81abe181f5d9c25d58d9ccce6b4db6b5 2x\"\n            >\n                    \n            \n            <source\n                media=\"(max-width: 767px)\"\n                srcset=\"https:\/\/azul.imgix.net\/wp-content\/uploads\/CCO-CN.png?auto=format&#038;crop=faces,entropy&#038;fit=crop&#038;q=80&#038;ar=1.91082802548&#038;w=719&#038;s=a9a69ae3f0d1d885c15cce42b3c3cd52 1x, https:\/\/azul.imgix.net\/wp-content\/uploads\/CCO-CN.png?auto=format&#038;crop=faces,entropy&#038;fit=crop&#038;q=80&#038;ar=1.91082802548&#038;w=1438&#038;s=bde1b09741c4180667a98baa98293f59 2x\"\n            >\n                    \n            \n            <source\n                media=\"(max-width: 1023px)\"\n                srcset=\"https:\/\/azul.imgix.net\/wp-content\/uploads\/CCO-CN.png?auto=format&#038;crop=faces,entropy&#038;fit=crop&#038;q=80&#038;ar=1.91082802548&#038;w=309&#038;s=1ef65cb0e9234708fcc968f5fe312f01 1x, https:\/\/azul.imgix.net\/wp-content\/uploads\/CCO-CN.png?auto=format&#038;crop=faces,entropy&#038;fit=crop&#038;q=80&#038;ar=1.91082802548&#038;w=618&#038;s=d3559ef32c2d7ae81fd06cfca9f883b4 2x\"\n            >\n                    \n            \n            <source\n                media=\"(max-width: 1440px)\"\n                srcset=\"https:\/\/azul.imgix.net\/wp-content\/uploads\/CCO-CN.png?auto=format&#038;crop=faces,entropy&#038;fit=crop&#038;q=80&#038;ar=1.91082802548&#038;w=357&#038;s=bc58a5aeffccd0937c2eed00e165d704 1x, https:\/\/azul.imgix.net\/wp-content\/uploads\/CCO-CN.png?auto=format&#038;crop=faces,entropy&#038;fit=crop&#038;q=80&#038;ar=1.91082802548&#038;w=714&#038;s=5d906704cfd6f09ef6b190f662bd6d67 2x\"\n            >\n            \n    <img alt=\"CCO CN\" class=\"o-picture__image\" height=\"188\" loading=\"lazy\" onerror=\"this.onerror=null;this.srcset=&quot;https:\/\/www.azul.com\/wp-content\/uploads\/CCO-CN.png&quot;;while(this.parentNode.getElementsByTagName(&quot;source&quot;).length){this.parentNode.getElementsByTagName(&quot;source&quot;)[0].remove();}\" onload=\"if (this.parentNode.previousElementSibling) this.parentNode.previousElementSibling.remove()\" srcset=\"https:\/\/azul.imgix.net\/wp-content\/uploads\/CCO-CN.png?auto=format&#038;crop=faces,entropy&#038;fit=crop&#038;q=80&#038;ar=1.91082802548&#038;w=357&#038;s=bc58a5aeffccd0937c2eed00e165d704 1x, https:\/\/azul.imgix.net\/wp-content\/uploads\/CCO-CN.png?auto=format&#038;crop=faces,entropy&#038;fit=crop&#038;q=80&#038;ar=1.91082802548&#038;w=714&#038;s=5d906704cfd6f09ef6b190f662bd6d67 2x\" width=\"357\">\n<\/picture>\n\n\n    <\/span>\n    \n    <div class=\"o-card__content\">\n                    \n<div  class=\"o-card__text-overline o-overline o-overline--pill\"\n  style=\"--setting--overline-bg-color: #E8EBF1; --setting--overline-text-color: #162241;\">\n  \u6307\u5357<\/div>\n        \n                    \n<h3  class=\"o-card__text-headline o-headline o-headline--h5 s-medium\"\n    >\n  \u4e91\u6210\u672c\u4f18\u5316\u624b\u518c<\/h3>\n        \n        \n        \n            <\/div>\n<\/a>\n\n<a    class=\"c-smart-content__grid-item o-card o-card--id-1 o-card--has-image o-card--text-dark\"\n\n    \n            href=\"https:\/\/www.azul.com\/high-performance-java-benchmark-report\/?utm_medium=blog&#038;utm_campaign=Prime-benchmark-report&#038;utm_source=prime-benchmark-jdk21&#038;utm_content=&#038;utm_term=\"\n        target=\"_self\"\n    >\n    \n            \n    <span class=\"o-card__image o-picture o-picture--card\">\n\n<picture>\n                        \n            \n            <source\n                media=\"(max-width: 425px)\"\n                srcset=\"https:\/\/azul.imgix.net\/wp-content\/uploads\/HPJP-Comparison-CN.png?auto=format&#038;crop=faces,entropy&#038;fit=crop&#038;q=80&#038;ar=1.91082802548&#038;w=377&#038;s=db457e3340196e41aaf8079a413d04d7 1x, https:\/\/azul.imgix.net\/wp-content\/uploads\/HPJP-Comparison-CN.png?auto=format&#038;crop=faces,entropy&#038;fit=crop&#038;q=80&#038;ar=1.91082802548&#038;w=754&#038;s=bc9a92a7f999f981ff185464026b09a2 2x\"\n            >\n                    \n            \n            <source\n                media=\"(max-width: 767px)\"\n                srcset=\"https:\/\/azul.imgix.net\/wp-content\/uploads\/HPJP-Comparison-CN.png?auto=format&#038;crop=faces,entropy&#038;fit=crop&#038;q=80&#038;ar=1.91082802548&#038;w=719&#038;s=9639937a853e2b8d4d5e53e4003245a9 1x, https:\/\/azul.imgix.net\/wp-content\/uploads\/HPJP-Comparison-CN.png?auto=format&#038;crop=faces,entropy&#038;fit=crop&#038;q=80&#038;ar=1.91082802548&#038;w=1438&#038;s=0f904fea8283e98d4e87191048d15b7e 2x\"\n            >\n                    \n            \n            <source\n                media=\"(max-width: 1023px)\"\n                srcset=\"https:\/\/azul.imgix.net\/wp-content\/uploads\/HPJP-Comparison-CN.png?auto=format&#038;crop=faces,entropy&#038;fit=crop&#038;q=80&#038;ar=1.91082802548&#038;w=309&#038;s=7652e1242ff25448e265ebd94f778292 1x, https:\/\/azul.imgix.net\/wp-content\/uploads\/HPJP-Comparison-CN.png?auto=format&#038;crop=faces,entropy&#038;fit=crop&#038;q=80&#038;ar=1.91082802548&#038;w=618&#038;s=c515e81874bb6a2280722acff924cd0c 2x\"\n            >\n                    \n            \n            <source\n                media=\"(max-width: 1440px)\"\n                srcset=\"https:\/\/azul.imgix.net\/wp-content\/uploads\/HPJP-Comparison-CN.png?auto=format&#038;crop=faces,entropy&#038;fit=crop&#038;q=80&#038;ar=1.91082802548&#038;w=357&#038;s=03ba7abd6f1d9e3826e00a1861a35f3f 1x, https:\/\/azul.imgix.net\/wp-content\/uploads\/HPJP-Comparison-CN.png?auto=format&#038;crop=faces,entropy&#038;fit=crop&#038;q=80&#038;ar=1.91082802548&#038;w=714&#038;s=9c52c9f4497de0ce909eb66ea11f869a 2x\"\n            >\n            \n    <img alt=\"HPJP Comparison CN\" class=\"o-picture__image\" height=\"188\" loading=\"lazy\" onerror=\"this.onerror=null;this.srcset=&quot;https:\/\/www.azul.com\/wp-content\/uploads\/HPJP-Comparison-CN.png&quot;;while(this.parentNode.getElementsByTagName(&quot;source&quot;).length){this.parentNode.getElementsByTagName(&quot;source&quot;)[0].remove();}\" onload=\"if (this.parentNode.previousElementSibling) this.parentNode.previousElementSibling.remove()\" srcset=\"https:\/\/azul.imgix.net\/wp-content\/uploads\/HPJP-Comparison-CN.png?auto=format&#038;crop=faces,entropy&#038;fit=crop&#038;q=80&#038;ar=1.91082802548&#038;w=357&#038;s=03ba7abd6f1d9e3826e00a1861a35f3f 1x, https:\/\/azul.imgix.net\/wp-content\/uploads\/HPJP-Comparison-CN.png?auto=format&#038;crop=faces,entropy&#038;fit=crop&#038;q=80&#038;ar=1.91082802548&#038;w=714&#038;s=9c52c9f4497de0ce909eb66ea11f869a 2x\" width=\"357\">\n<\/picture>\n\n\n    <\/span>\n    \n    <div class=\"o-card__content\">\n                    \n<div  class=\"o-card__text-overline o-overline o-overline--pill\"\n  style=\"--setting--overline-bg-color: #E8EBF1; --setting--overline-text-color: #162241;\">\n  \u62a5\u544a<\/div>\n        \n                    \n<h3  class=\"o-card__text-headline o-headline o-headline--h5 s-medium\"\n    >\n  Java \u5e73\u53f0\u57fa\u51c6<\/h3>\n        \n        \n        \n            <\/div>\n<\/a>\n\n<a    class=\"c-smart-content__grid-item o-card o-card--id-2 o-card--has-image o-card--text-dark\"\n\n    \n            href=\"https:\/\/www.azul.com\/blog\/how-readynow-improves-java-warmup-time\/\"\n        target=\"_self\"\n    >\n    \n            \n    <span class=\"o-card__image o-picture o-picture--card\">\n\n<picture>\n                        \n            \n            <source\n                media=\"(max-width: 425px)\"\n                srcset=\"https:\/\/azul.imgix.net\/wp-content\/uploads\/ReadyNow-Blog.jpg?auto=format&#038;crop=faces,entropy&#038;fit=crop&#038;q=80&#038;ar=1.91082802548&#038;w=377&#038;s=0354c4530930a237a961f15f410dd26e 1x, https:\/\/azul.imgix.net\/wp-content\/uploads\/ReadyNow-Blog.jpg?auto=format&#038;crop=faces,entropy&#038;fit=crop&#038;q=80&#038;ar=1.91082802548&#038;w=754&#038;s=6ad7d6afc0daaa5ab3c12be22219990c 2x\"\n            >\n                    \n            \n            <source\n                media=\"(max-width: 767px)\"\n                srcset=\"https:\/\/azul.imgix.net\/wp-content\/uploads\/ReadyNow-Blog.jpg?auto=format&#038;crop=faces,entropy&#038;fit=crop&#038;q=80&#038;ar=1.91082802548&#038;w=719&#038;s=80deea8e4f17468afd97bfb3b16837cc 1x, https:\/\/azul.imgix.net\/wp-content\/uploads\/ReadyNow-Blog.jpg?auto=format&#038;crop=faces,entropy&#038;fit=crop&#038;q=80&#038;ar=1.91082802548&#038;w=1438&#038;s=74deff2988c47a6872dc18f54e6e56a0 2x\"\n            >\n                    \n            \n            <source\n                media=\"(max-width: 1023px)\"\n                srcset=\"https:\/\/azul.imgix.net\/wp-content\/uploads\/ReadyNow-Blog.jpg?auto=format&#038;crop=faces,entropy&#038;fit=crop&#038;q=80&#038;ar=1.91082802548&#038;w=309&#038;s=9a1f84b4e5e31a79648b4484a2ef88f9 1x, https:\/\/azul.imgix.net\/wp-content\/uploads\/ReadyNow-Blog.jpg?auto=format&#038;crop=faces,entropy&#038;fit=crop&#038;q=80&#038;ar=1.91082802548&#038;w=618&#038;s=a4b685813b66aed9bd84c102123df33a 2x\"\n            >\n                    \n            \n            <source\n                media=\"(max-width: 1440px)\"\n                srcset=\"https:\/\/azul.imgix.net\/wp-content\/uploads\/ReadyNow-Blog.jpg?auto=format&#038;crop=faces,entropy&#038;fit=crop&#038;q=80&#038;ar=1.91082802548&#038;w=357&#038;s=baf0b8c3a3049ad23cdd33d4627290c1 1x, https:\/\/azul.imgix.net\/wp-content\/uploads\/ReadyNow-Blog.jpg?auto=format&#038;crop=faces,entropy&#038;fit=crop&#038;q=80&#038;ar=1.91082802548&#038;w=714&#038;s=1a190afebd920b66dcd0d93745e348a5 2x\"\n            >\n            \n    <img alt=\"How ReadyNow Improves Java Warmup Time\" class=\"o-picture__image\" height=\"186\" loading=\"lazy\" onerror=\"this.onerror=null;this.srcset=&quot;https:\/\/www.azul.com\/wp-content\/uploads\/ReadyNow-Blog.jpg&quot;;while(this.parentNode.getElementsByTagName(&quot;source&quot;).length){this.parentNode.getElementsByTagName(&quot;source&quot;)[0].remove();}\" onload=\"if (this.parentNode.previousElementSibling) this.parentNode.previousElementSibling.remove()\" srcset=\"https:\/\/azul.imgix.net\/wp-content\/uploads\/ReadyNow-Blog.jpg?auto=format&#038;crop=faces,entropy&#038;fit=crop&#038;q=80&#038;ar=1.91082802548&#038;w=357&#038;s=baf0b8c3a3049ad23cdd33d4627290c1 1x, https:\/\/azul.imgix.net\/wp-content\/uploads\/ReadyNow-Blog.jpg?auto=format&#038;crop=faces,entropy&#038;fit=crop&#038;q=80&#038;ar=1.91082802548&#038;w=714&#038;s=1a190afebd920b66dcd0d93745e348a5 2x\" width=\"357\">\n<\/picture>\n\n\n    <\/span>\n    \n    <div class=\"o-card__content\">\n                    \n<div  class=\"o-card__text-overline o-overline o-overline--pill\"\n  style=\"--setting--overline-bg-color: #E8EBF1; --setting--overline-text-color: #162241;\">\n  \u5982\u4f55\u6539\u8fdb JAVA \u9884\u70ed<\/div>\n        \n                    \n<h3  class=\"o-card__text-headline o-headline o-headline--h5 s-medium\"\n    >\n  \u5982\u4f55\u7f29\u77ed\u9884\u70ed\u65f6\u95f4<\/h3>\n        \n        \n        \n            <\/div>\n<\/a>\n    <\/div>\n\n\n          <\/div>\n      <\/div>\n<\/section>\n\n\n\n<p>\u8bf7\u6ce8\u610f\uff0c\u8fd9\u5e76\u975e\u4e8c\u9009\u4e00\u7684\u6289\u62e9\u3002\u9009\u62e9\u5355\u4f4d\u6210\u672c vCPU \u901f\u5ea6\u66f4\u5feb\u7684\u5b9e\u4f8b\u7c7b\u578b\u4e0e\u66f4\u5feb\u7684 JVM\uff0c\u4e24\u8005\u5e26\u6765\u7684\u6548\u76ca\u662f\u4e92\u8865\u4e14\u53e0\u52a0\u7684\u3002\u4e8b\u5b9e\u4e0a\uff0c\u66f4\u5feb\u7684 JVM \u901a\u5e38\u4e5f\u66f4\u64c5\u957f\u5229\u7528\u65b0 vCPU \u5b9e\u73b0\u989d\u5916\u6027\u80fd\u63d0\u5347\uff0c\u56e0\u4e3a\u5b83\u4eec\u5f80\u5f80\u4f1a\u9488\u5bf9\u65b0\u786c\u4ef6\u7684\u7279\u6027\u548c\u529f\u80fd\u8fdb\u884c\u4f18\u5316\u3002&nbsp;<\/p>\n\n\n\n<p>\u603b\u4e4b\u3002\u5728\u66f4\u5feb\u7684 JVM \u4e0a\u8fd0\u884c\u5e94\u7528\u7a0b\u5e8f\uff0c\u5176\u6548\u76ca\u4e0e\u5728\u66f4\u5feb\u7684 vCPU \u4e0a\u8fd0\u884c\u540c\u6837\u663e\u8457\u3002\u4e0d\u8fd9\u6837\u505a\uff0c\u5c31\u662f\u4e00\u79cd\u6d6a\u8d39\u3002&nbsp;<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-\u4e91\u8ba1\u7b97\u4e2d\u7684\u5e38\u89c1\u73b0\u5b9e-nbsp\">\u4e91\u8ba1\u7b97\u4e2d\u7684\u5e38\u89c1\u73b0\u5b9e&nbsp;<\/h2>\n\n\n\n<p>\u8ba9\u6211\u4eec\u770b\u4e00\u4e0b\u4e91\u73af\u5883\u4e2d\u5229\u7528\u7387\u548c\u8d44\u6e90\u4f7f\u7528\u7684\u5e38\u89c1\u793a\u4f8b\u3002\u4ee5\u4e0b\u56fe\u8868\u6e90\u81ea\u67d0\u5b9e\u9645\u5ba2\u6237\u751f\u4ea7\u5e94\u7528\u7a0b\u5e8f\u5927\u89c4\u6a21\u8fd0\u884c\u65f6\u7684\u591a\u65e5\u8fd0\u884c\u6a21\u5f0f\u3002\u8be5\u56fe\u8868\u5c55\u793a\u4e86 CPU \u5229\u7528\u7387\u968f\u65f6\u95f4\u7684\u53d8\u5316 [\u56fe 1]\u3002\u6211\u4eec\u5728\u8bb8\u591a\u5ba2\u6237\u73af\u5883\u4e2d\u53cd\u590d\u89c2\u5bdf\u5230\u6b64\u56fe\u8868\u4e2d\u7684\u6a21\u5f0f\u3002&nbsp;<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"471\" src=\"https:\/\/azul.imgix.net\/wp-content\/uploads\/CPU-Utilization-CN-1024x471.png?auto=format&crop=faces,entropy&fit=max&q=80&s=dcc48ee39679b48082a121f95ea7f21e\" alt=\"\" class=\"wp-image-89374\"\/><figcaption class=\"wp-element-caption\"><strong>\u56fe 1\uff1a<\/strong>\u6765\u81ea\u67d0\u5ba2\u6237\u73af\u5883\u4e91\u8ba1\u7b97\u652f\u51fa\u7684\u591a\u65e5\u6a21\u5f0f\u7684 CPU \u5229\u7528\u7387\u3002<\/figcaption><\/figure>\n\n\n\n<p>\u8be5\u7ec4\u7ec7\u4e3a\u6b64\u5e94\u7528\u7a0b\u5e8f\u96c6\u7fa4\u4e2d\u914d\u7f6e\u7684 CPU <strong>\u652f\u4ed8<\/strong>\u4e86 100% \u7684\u8d39\u7528\uff0c\u4f46\u5b9e\u9645\u4ec5&nbsp;<strong>\u4f7f\u7528<\/strong>\u4e86\u5176\u652f\u4ed8\u7684\u8ba1\u7b97\u5bb9\u91cf\u7684 10%-30%\u3002\u5269\u4f59 70%-90% \u7684\u8ba1\u7b97\u8d44\u6e90\u672a\u4f7f\u7528\uff0c\u4e0d\u4ea7\u751f\u4efb\u4f55\u5de5\u4f5c\u4ef7\u503c\u3002&nbsp;<\/p>\n\n\n\n<p>\u8fd9\u79cd\u5229\u7528\u7387\u6c34\u5e73\u5e76\u975e\u5076\u7136\u9020\u6210\u3002\u901a\u5e38\uff0c\u7ec4\u7ec7\u4f1a\u51fa\u73b0\u8fd9\u79cd\u60c5\u51b5\u662f\u56e0\u4e3a\uff1a\u5f53\u4ed6\u4eec\u5c1d\u8bd5\u63d0\u9ad8\u5229\u7528\u7387\u65f6\uff0c\u6700\u7ec8\u5f97\u5230\u7684\u670d\u52a1\u6c34\u5e73\u65e0\u6cd5\u6ee1\u8db3\u5176\u9884\u671f\u3002\u8fd9\u5c31\u5f15\u51fa\u4e86\u4e00\u4e2a\u5f88\u81ea\u7136\u7684\u95ee\u9898\uff1a\u4ece\u6210\u672c\u89d2\u5ea6\u6765\u770b\uff0c\u6211\u4eec\u53ef\u4ee5\u505a\u4e9b\u4ec0\u4e48\u6765\u6539\u8fdb\u7cfb\u7edf\uff1f&nbsp;<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-\u5982\u4f55\u5229\u7528\u63d0\u5347\u7684\u901f\u5ea6-\u4e00\u81f4\u6027\u548c\u5f39\u6027-nbsp\">\u5982\u4f55\u5229\u7528\u63d0\u5347\u7684\u901f\u5ea6\u3001\u4e00\u81f4\u6027\u548c\u5f39\u6027&nbsp;<\/h2>\n\n\n\n<p>\u6211\u5c06\u628a Azul JVM \u5bf9\u5e94\u7528\u7a0b\u5e8f\u7684\u4e09\u4e2a\u6539\u8fdb\u70b9\uff08\u901f\u5ea6\u3001\u4e00\u81f4\u6027\u548c\u5f39\u6027\uff09\u653e\u5728\u6b64\u56fe\u4e2d\uff0c\u4ee5\u5c55\u793a\u6539\u8fdb\u540e\u7684\u6548\u679c\u3002&nbsp;<\/p>\n\n\n\n<p>\u7b2c\u4e00\u6b65\uff1a\u6211\u4eec\u5148\u4ece\u901f\u5ea6\u5f00\u59cb&nbsp;<\/p>\n\n\n\n<p>\u5047\u8bbe\u4f7f\u7528\u7ed9\u5b9a\u7684 JVM \u5728\u201cX\u201d\u65f6\u95f4\u5185\u5b8c\u6210\u4e00\u5b9a\u91cf\u7684\u5de5\u4f5c\u9700\u8981\u201cY\u201d\u5355\u4f4d\u7684 CPU\u3002\u53e6\u4e00\u4e2a\u80fd\u66f4\u5feb\u6267\u884c\u76f8\u540c\u5e94\u7528\u903b\u8f91\u7684 JVM\uff0c\u53ef\u4ee5\u968f\u7740\u65f6\u95f4\u7684\u63a8\u79fb\u51cf\u5c11\u5b8c\u6210\u76f8\u540c\u5de5\u4f5c\u91cf\u6240\u9700\u7684\u201cY\u201dCPU \u6570\u91cf\u3002\u5982\u679c\u6211\u4eec\u4f7f\u7528\u76f8\u540c\u6570\u91cf\u7684\u4e91 pod \u627f\u8f7d\u540c\u7b49\u5de5\u4f5c\u91cf\uff0c\u4f46\u4f7f\u7528 Azul Zing JVM \u4ee3\u66ff\u201c\u6807\u51c6\u7248\u201dOpenJDK JVM\uff0c\u5219\u6bcf\u4e2a pod \u5c06\u6d88\u8017\u66f4\u5c11\u7684 CPU\uff0c\u56e0\u4e3a Azul Zing JVM \u80fd\u66f4\u5feb\u5730\u6267\u884c\u76f8\u540c\u7684\u5e94\u7528\u7a0b\u5e8f\u4ee3\u7801 [\u89c6\u9891]\u3002<\/p>\n\n\n\n<figure class=\"wp-block-video\"><video height=\"720\" style=\"aspect-ratio: 1280 \/ 720;\" width=\"1280\" controls poster=\"https:\/\/www.azul.com\/wp-content\/uploads\/10-9-25-Blog-Video-1-mov-image.jpg\" src=\"https:\/\/www.azul.com\/wp-content\/uploads\/10-9-25-Blog-Video-1.mov\"><\/video><figcaption class=\"wp-element-caption\"><strong>\u89c6\u9891\uff1a<\/strong>\u6765\u81ea\u67d0\u5ba2\u6237\u73af\u5883\u4e91\u8ba1\u7b97\u652f\u51fa\u7684\u591a\u65e5\u6a21\u5f0f\u7684 CPU \u5229\u7528\u7387\u3002<\/figcaption><\/figure>\n\n\n\n<p>\u73b0\u5728\uff0c\u7531\u4e8e Azul Zing JVM \u7684\u4ee3\u7801\u6267\u884c\u6548\u7387\u66f4\u9ad8\uff0c\u6211\u4eec\u53ef\u4ee5\u5728\u76f8\u540c\u65f6\u95f4\u5185\u5b8c\u6210\u76f8\u540c\u5de5\u4f5c\u91cf\uff0c\u4f46\u4f7f\u7528\u7684 CPU \u5468\u671f\u663e\u8457\u51cf\u5c11\u3002\u6b64\u65f6\uff0c\u6700\u660e\u663e\u4e14\u76f4\u63a5\u7684\u505a\u6cd5\u5c31\u662f\u5173\u95ed\u8db3\u591f\u6570\u91cf\u7684 Kubernetes pod \u6216\u5b9e\u4f8b\uff0c\u4f7f\u84dd\u7ebf\u6062\u590d\u5230\u7eff\u7ebf\u4e4b\u524d\u6240\u5904\u7684\u6c34\u5e73 [\u56fe 2]\u3002\u00a0<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"474\" src=\"https:\/\/azul.imgix.net\/wp-content\/uploads\/CPU-Utilization-2-CN-1024x474.png?auto=format&crop=faces,entropy&fit=max&q=80&s=c3ccf186e6922d98fcd66a0b8a93e2b7\" alt=\"\" class=\"wp-image-89380\"\/><figcaption class=\"wp-element-caption\"><strong>\u56fe 2\uff1a<\/strong>\u5173\u95ed\u8db3\u591f\u6570\u91cf\u7684\u5b9e\u4f8b\uff0c\u4f7f\u84dd\u7ebf\u6062\u590d\u5230\u7eff\u7ebf\u4e4b\u524d\u7684\u4f4d\u7f6e\u3002<\/figcaption><\/figure>\n\n\n\n<p>\u5982\u679c\u9700\u8981\uff0c\u60a8\u53ef\u4ee5\u5c0f\u5fc3\u9010\u6b65\u5730\u6267\u884c\u64cd\u4f5c\uff1a\u4e00\u65e6\u60a8\u770b\u5230 CPU \u5229\u7528\u7387\u4e0b\u964d\uff0c\u5c31\u53ef\u4ee5\u5f00\u59cb\u51cf\u5c11\u8fd0\u884c\u8282\u70b9\u6216 Pod \u6570\u91cf\uff0c\u6bd4\u5982\u4ece 10 \u4e2a\u51cf\u5c11\u5230 9 \u4e2a\u30018 \u4e2a\u3001\u751a\u81f3 7 \u4e2a\uff0c\u76f4\u5230\u8fbe\u5230\u4e4b\u524d\u76f8\u540c\u7684 CPU \u4f7f\u7528\u6c34\u5e73\uff0c\u540c\u65f6\u786e\u4fdd\u670d\u52a1\u6c34\u5e73\u4e0d\u53d7\u5f71\u54cd\u3002<\/p>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><thead><tr><th><strong><strong>\u5982\u4f55\u8fdb\u884c\u516c\u5e73\u7684 CPU \u6d88\u8017\u5bf9\u6bd4\u6d4b\u8bd5<\/strong><\/strong><\/th><\/tr><\/thead><tbody><tr><td>\u6709\u65f6\u5019\uff0c\u4eba\u4eec\u5f88\u96be\u63a5\u53d7\u8fd9\u6837\u4e00\u4e2a\u73b0\u5b9e\uff0c\u4ec5\u4ec5\u5c06 JDK \u4ece OpenJDK \u66f4\u6539\u4e3a <a href=\"https:\/\/www.azul.com\/zh-hans\/prime\/\">Azul Platform Prime<\/a> \u5c31\u80fd\u5bf9\u7ed3\u679c\u4ea7\u751f\u5982\u6b64\u663e\u8457\u7684\u5f71\u54cd\u3002\u4e3a\u4e86\u8bc1\u660e\u8fd9\u4e00\u70b9\uff0c\u8fdb\u884c 50:50 \u7684\u5e76\u884c\u5bf9\u6bd4\u6d4b\u8bd5\u901a\u5e38\u5f88\u6709\u7528\u3002\u4f8b\u5982\uff0c\u5982\u679c\u60a8\u6709\u4e00\u4e2a\u5305\u542b 20 \u4e2a pod \u7684\u96c6\u7fa4\uff0c\u4e14\u6d41\u91cf\u5728\u6240\u6709 pod \u4e4b\u95f4\u5747\u5300\u8d1f\u8f7d\u5747\u8861\uff0c\u60a8\u53ef\u4ee5\u5728\u201c\u6807\u51c6\u7248\u201dOpenJDK \u4e0a\u8fd0\u884c\u5176\u4e2d\u4e00\u534a pod\uff0c\u5728 Prime \u4e0a\u8fd0\u884c\u53e6\u4e00\u534a\u3002\u8fd9\u6837\uff0c\u60a8\u53ef\u4ee5\u5728\u627f\u8f7d\u76f8\u540c\u8d1f\u8f7d\u7684\u6761\u4ef6\u4e0b\uff0c\u5bf9\u4e24\u79cd JVM \u7684 CPU \u6d88\u8017\u91cf\u8fdb\u884c\u5408\u7406\u7684\u76f4\u63a5\u5bf9\u6bd4\u3002\u00a0<br>\u00a0<br>\u7136\u800c\uff0c\u8bb8\u591a\u73af\u5883\u4e2d\u7684\u8d1f\u8f7d\u5747\u8861\u5e76\u4e0d\u662f\u201c\u5747\u5300\u201d\u7684\u3002\u4e8b\u5b9e\u4e0a\uff0c\u5728\u8bb8\u591a\u57fa\u4e8e\u670d\u52a1\u7f51\u683c\u7684\u73af\u5883\u4e2d\uff0c\u901f\u5ea6\u66f4\u5feb\u7684 pod \u6700\u7ec8\u4f1a\u88ab\u5206\u914d\u66f4\u591a\u7684\u5de5\u4f5c\u8d1f\u8f7d\uff0c\u56e0\u4e3a\u5b83\u4eec\u80fd\u66f4\u5feb\u5730\u6e05\u7a7a\u8bf7\u6c42\u961f\u5217\u3002\u8fd9\u610f\u5473\u7740\uff0c\u50cf\u4e0a\u9762\u90a3\u79cd\u6d4b\u8bd5\u53ef\u80fd\u4f1a\u5bfc\u81f4 JDK \u914d\u7f6e\u4e4b\u95f4\u7684\u8d1f\u8f7d\u4e0d\u76f8\u7b49\u3002\u4e3a\u4e86\u89e3\u51b3\u4e0d\u540c pod \u627f\u62c5\u4e0d\u540c\u5de5\u4f5c\u91cf\u7684\u95ee\u9898\uff0c\u9700\u8981\u540c\u65f6\u8bb0\u5f55\u6bcf\u4e00\u7ec4\uff08\u201c\u4e00\u534a pod\u201d\uff09\u7684 CPU \u6c34\u5e73\u548c\u541e\u5410\u91cf\u6c34\u5e73\u3002\u6709\u4e86\u8fd9\u4e9b\u4fe1\u606f\uff0c\u60a8\u5c31\u53ef\u4ee5\u5bf9\u6bd4\u5728\u5408\u5e76\u8d1f\u8f7d\u4e0b\uff0c\u4e24\u79cd\u4e0d\u540c JVM \u8868\u73b0\u51fa\u7684\u201c\u5355\u4f4d\u5de5\u4f5c\u91cf\u7684 CPU \u5360\u6bd4\u201d\u3002\u00a0<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p>\u8fd9\uff08\u5229\u7528\u901f\u5ea6\u4f18\u52bf\uff09\u53ea\u662f\u901a\u8fc7 Zing JVM \u8282\u7701\u6210\u672c\u7684\u7b2c\u4e00\u6b65\uff08\u901a\u5e38\u4e5f\u662f\u6700\u5feb\u6377\u3001\u6700\u7b80\u5355\u7684\u4e00\u6b65\uff09\u3002\u5982\u679c\u60a8\u518d\u6b21\u89c2\u5bdf\u6b64\u56fe\u8868\u7684\u5f62\u72b6\uff0c\u4f1a\u53d1\u73b0\u5b83\u4e0e\u5f00\u59cb\u65f6\u7684\u5f62\u72b6\u76f8\u540c\u3002\u5b83\u4ecd\u7136\u5b58\u5728\u591a\u4e2a\u53ef\u4ee5\u89e3\u51b3\u7684\u4f4e\u6548\u7387\u95ee\u9898\u3002\u00a0<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u786e\u5b9e\uff0c\u4f7f\u7528\u7684<\/strong><strong> vCPU <\/strong><strong>\u603b\u6570\u5df2\u7ecf\u51cf\u5c11<\/strong><strong> &#8211; <\/strong><strong>\u7531\u4e8e\u4ee3<\/strong>\u7801\u6267\u884c\u901f\u5ea6\u63d0\u5347\uff0c\u6211\u4eec\u80fd\u591f\u5728\u4fdd\u6301\u76f8\u540c CPU \u5229\u7528\u7387\u7684\u60c5\u51b5\u4e0b\uff0c\u4ee5\u66f4\u5c11\u7684 vCPU \u627f\u8f7d\u76f8\u540c\u7684\u5de5\u4f5c\u8d1f\u8f7d\u3002\u6211\u4eec\u8ba9\u6211\u4eec\u4ed8\u8d39\u7684\u6bcf\u4e2a vCPU \u4ea7\u751f\u4e86\u66f4\u9ad8\u7684\u201c\u4ef7\u503c\u201d\uff0c\u4f46\u56fe\u8868\u5f62\u72b6\u5e76\u672a\u6539\u53d8&#8230;\u00a0<\/li>\n\n\n\n<li><strong>\u4f46\u5cf0\u503c<\/strong><strong> CPU <\/strong><strong>\u5229\u7528\u7387\u8f83\u4f4e<\/strong><strong> &#8211; <\/strong><strong>\u5373<\/strong>\u4f7f\u5728\u5229\u7528\u7387\u9ad8\u5cf0\u65f6\u6bb5\uff0c\u6211\u4eec\u770b\u5230\u5df2\u914d\u7f6e\uff08\u4e14\u5df2\u4ed8\u8d39\uff09\u7684 CPU \u5229\u7528\u7387\u4e5f\u4ec5\u8fbe\u5230\u7ea6 30%\u3002\u6362\u53e5\u8bdd\u8bf4\uff0c\u5373\u4f7f\u5728\u5229\u7528\u7387\u9ad8\u5cf0\u671f\u95f4\uff0c\u4ecd\u6709\u8d85\u8fc7\u4e09\u5206\u4e4b\u4e8c\u7684\u6295\u5165\u8d44\u91d1\u672a\u88ab\u4f7f\u7528\u3002\u00a0<\/li>\n\n\n\n<li><strong>CPU <\/strong><strong>\u5229\u7528\u7387\u5206\u5e03\u4e0d\u5747\u5300\uff0c\u5e73\u5747\u503c\u8fdc\u4f4e\u4e8e\u5cf0<\/strong>\u503c \u2013 CPU \u5229\u7528\u7387\u5728\u5927\u7ea6 10% \u5230 30% \u4e4b\u95f4\u6ce2\u52a8\u3002\u5728\u975e\u5cf0\u503c\u8d1f\u8f7d\u9636\u6bb5\uff0c\u5229\u7528\u7387\u751a\u81f3\u66f4\u4f4e\uff0c\u6d6a\u8d39\u7387\uff08\u5df2\u4ed8\u8d39\u4f46\u672a\u4f7f\u7528\u7684 CPU \u91cf\uff09\u5219\u66f4\u9ad8\u3002\u00a0<\/li>\n<\/ul>\n\n\n\n<p>\u7ec4\u7ec7\u5f80\u5f80\u63a5\u53d7\u8fd9\u6837\u7684\u7ed3\u679c\u662f\u6709\u539f\u56e0\u7684\u3002\u4ed6\u4eec\u901a\u5e38\u5df2 [\u4ece\u60e8\u75db\u6559\u8bad\u4e2d] \u8ba4\u8bc6\u5230\uff0c\u5982\u679c\u5f3a\u884c\u63d0\u9ad8\u5cf0\u503c\u5229\u7528\u7387\uff0c\u7cfb\u7edf\u5c31\u4f1a\u51fa\u73b0\u95ee\u9898\u3002\u4ed6\u4eec\u53ef\u80fd\u8fd8\u53d1\u73b0\uff0c\u5982\u679c\u5c1d\u8bd5\u5728\u4f4e\u8d1f\u8f7d\u548c\u4f4e\u5229\u7528\u7387\u65f6\u6bb5\u5173\u95ed\u8d44\u6e90\uff0c\u4e4b\u540e\u5728\u8d1f\u8f7d\u589e\u52a0\u65f6\u91cd\u65b0\u542f\u7528\u8fd9\u4e9b\u8d44\u6e90\uff0c\u540c\u6837\u4f1a\u5bfc\u81f4\u7cfb\u7edf\u51fa\u73b0\u95ee\u9898\u3002\u4ed6\u4eec\u7684 SLA \u6307\u6807\u5c06\u51fa\u73b0\u5f02\u5e38\uff0c\u6216\u8005\u7528\u6237\u4f1a\u62b1\u6028\uff0c\u56e0\u6b64\u4ed6\u4eec\u4e0d\u4f1a\u5c06\u5229\u7528\u7387\u63d0\u9ad8\u6216\u8c03\u6574\u5230\u4f1a\u5f15\u53d1\u8fd9\u4e9b\u95ee\u9898\u7684\u6c34\u5e73\u3002\u00a0<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-\u7b2c\u4e8c\u6b65-\u5229\u7528\u63d0\u5347\u7684\u4e00\u81f4\u6027-nbsp\">\u7b2c\u4e8c\u6b65\uff1a\u5229\u7528\u63d0\u5347\u7684\u4e00\u81f4\u6027&nbsp;<\/h3>\n\n\n\n<p>\u4e0e\u201c\u6807\u51c6\u7248\u201dOpenJDK \u76f8\u6bd4\uff0cZing JVM \u7ecf\u8fc7\u4e13\u95e8\u8bbe\u8ba1\uff0c\u80fd\u591f\u4ee5\u66f4\u4e00\u81f4\u7684\u6027\u80fd\u6267\u884c\u5e94\u7528\u7a0b\u5e8f\u4ee3\u7801\uff08\u5728\u7ed9\u5b9a\u8d1f\u8f7d\u7ea7\u522b\u4e0b\uff0c\u51fa\u73b0\u5361\u987f\u3001\u6682\u505c\u3001\u201c\u4e34\u65f6\u51cf\u901f\u201d\u6216\u505c\u987f\u7684\u73b0\u8c61\u4f1a\u51cf\u5c11\uff09\u3002\u56e0\u6b64\uff0c\u5728\u6b64\u7c7b\u201c\u4e0d\u826f\u60c5\u51b5\u201d\u5f00\u59cb\u53d1\u751f\u524d\uff0c\u6bcf\u4e2a\u5b9e\u4f8b\u548c pod \u901a\u5e38\u53ef\u627f\u53d7\u66f4\u9ad8\u7684 CPU \u5229\u7528\u7387\uff0c\u4e14\u5f71\u54cd\u670d\u52a1\u6c34\u5e73\u7684\u5f02\u5e38\u7684\u51fa\u73b0\u9891\u7387\u4f1a\u964d\u4f4e\uff0c\u907f\u514d\u7cfb\u7edf\u884c\u4e3a\u6076\u5316\u5230\u4e0d\u53ef\u63a5\u53d7\u7684\u7a0b\u5ea6\u3002&nbsp;<\/p>\n\n\n\n<p>\u5229\u7528\u8fd9\u79cd\u63d0\u5347\u540e\u7684\u4e00\u81f4\u6027\uff0c\u964d\u4f4e\u6210\u672c\u7684\u4e0b\u4e00\u6b65\u662f\u5173\u95ed\u66f4\u591a\u7684 pod\uff0c\u4ee5\u4fbf\u5cf0\u503c CPU \u5229\u7528\u7387\u63d0\u5347\u81f3\u5148\u524d\u76ee\u6807\u4e4b\u4e0a\u3002\u5373\u4f7f\u5c06\u8fd9\u4e00\u76ee\u6807\u5c0f\u5e45\u63d0\u5347\uff0c\u4e5f\u80fd\u5b9e\u73b0\u663e\u8457\u7684\u6210\u672c\u8282\u7ea6\u3002\u4f8b\u5982\uff0c\u901a\u8fc7\u51cf\u5c11 pod \u6570\u91cf\u5c06\u5cf0\u503c CPU \u5229\u7528\u7387\u4ece\u7ea6 30% \u63d0\u5347\u81f3\u7ea6 40%\uff0c\u603b pod \u6570\u91cf\u5c06\u51cf\u5c11\u7ea6 25%\uff0c\u6bcf\u4e2a\u5269\u4f59 pod \u6bd4\u4ee5\u524d\u591a\u627f\u62c5 33% \u7684\u5de5\u4f5c\u8d1f\u8f7d\u3002<\/p>\n\n\n\n<p>\u8fd9\u6b63\u662f Azul \u591a\u5e74\u6765\u5728 JVM \u4e00\u81f4\u6027\u65b9\u9762\u7684\u6295\u5165\u771f\u6b63\u6240\u83b7\u5f97\u7684\u56de\u62a5\uff0c\u56e0\u4e3a\u5b83\u4f7f\u6211\u4eec\u80fd\u591f\u5c06\u8fd9\u4e9b CPU \u76ee\u6807\u63d0\u5347\u5230\u9ad8\u4e8e\u5f53\u524d\u6c34\u5e73\uff0c\u4ece\u800c\u8282\u7701\u5927\u91cf\u6210\u672c [\u56fe 3]\u3002&nbsp;<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"472\" src=\"https:\/\/azul.imgix.net\/wp-content\/uploads\/CPU-Utilization-3-CN-1024x472.png?auto=format&crop=faces,entropy&fit=max&q=80&s=a64481554945f13e25d33f7a31ea8db0\" alt=\"\" class=\"wp-image-89392\"\/><figcaption class=\"wp-element-caption\"><strong>\u56fe 3\uff1a<\/strong>\u6b64\u56fe\u8868\u663e\u793a\u4e86\u4e24\u7ea7\u6539\u8fdb\u7684\u7d2f\u79ef\u6548\u76ca\uff1a\u7b2c\u4e00\u7ea7\u6539\u8fdb\uff08\u4ece\u5e95\u90e8\u7070\u7ebf\u5230\u4e2d\u95f4\u7070\u7ebf\uff09\u5c55\u793a\u4e86\u901f\u5ea6\u63d0\u5347\u5e26\u6765\u7684\u76f8\u5bf9\u6210\u672c\u4f18\u5316\uff0c\u4f46\u76ee\u6807\u5cf0\u503c\u5229\u7528\u7387\u6c34\u5e73\u4fdd\u6301\u4e0d\u53d8\u3002\u7b2c\u4e8c\u7ea7\u6539\u8fdb\uff08\u4ece\u4e2d\u95f4\u7070\u7ebf\u5230\u9876\u90e8\u84dd\u7ebf\uff09\u5c55\u793a\u4e86\u901a\u8fc7\u63d0\u9ad8\u76ee\u6807\u5cf0\u503c\u5229\u7528\u7387\u6c34\u5e73\u800c\u5b9e\u73b0\u7684\u6210\u672c\u964d\u4f4e\u548c pod \u6570\u91cf\u51cf\u5c11\u3002<\/figcaption><\/figure>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><thead><tr><th><strong><strong>\u5982\u4f55\u8bc4\u4f30\u4f18\u5316\u540e\u7684 JVM \u53ef\u8fbe\u5230\u7684\u5229\u7528\u7387\u4e0a\u9650<\/strong><\/strong><\/th><\/tr><\/thead><tbody><tr><td>\u8981\u4e86\u89e3\u901a\u8fc7\u63d0\u9ad8\u76ee\u6807\u5229\u7528\u7387\u6c34\u5e73\u53ef\u4ee5\u8282\u7701\u591a\u5c11\u6210\u672c\uff0c\u53ef\u901a\u8fc7\u9010\u6b65\u3001\u8c28\u614e\u5730\u63d0\u5347 CPU \u5229\u7528\u7387\u76ee\u6807\u6765\u8fdb\u884c\u8bd5\u9a8c\u3002\u901a\u5e38\u6700\u597d\u4ee5\u5c0f\u6b65\u63d0\u5347\uff0c\u4f8b\u5982\u6bcf\u6b21\u63d0\u5347 5%\u3002\u9010\u6b65\u63d0\u5347\u5229\u7528\u7387\uff0c\u5e76\u5728\u6bcf\u6b21\u8fd9\u6837\u7684\u201c\u63d0\u5347\u201d\u4e4b\u540e\uff0c\u8bc4\u4f30\u76f8\u5e94\u7684\u670d\u52a1\u6c34\u5e73\uff0c\u5982\u679c\u60a8\u6700\u7ec8\u56e0\u63d0\u5347\u8fc7\u5feb\uff0c\u5bfc\u81f4\u670d\u52a1\u6c34\u5e73\u964d\u81f3\u201c\u6807\u51c6\u7248\u201dJDK \u7684\u65e2\u5b9a\u76ee\u6807\u5229\u7528\u7387\u6c34\u5e73\u4ee5\u4e0b\uff0c\u8bf7\u56de\u9000\u5230\u4e4b\u524d\u7684\u7a33\u5b9a\u6c34\u5e73\u3002\u867d\u7136\u60a8\u60f3\u8981\u8bc4\u4f30\u901a\u8fc7\u6539\u8fdb\u7684\u65b0 JDK \u8bbe\u7f6e\u53ef\u4ee5\u5c06\u5229\u7528\u7387\u63d0\u5347\u5230\u591a\u9ad8\u6c34\u5e73\uff0c\u4f46\u5728\u751f\u4ea7\u73af\u5883\u4e2d\uff0c\u60a8\u4ecd\u9700\u8981\u5728\u8fbe\u5230\u90a3\u4e2a\u70b9\u4e4b\u524d\u505c\u6b62\u3002\u786e\u5b9a\u4e34\u754c\u70b9\u540e\uff0c\u9700\u8981\u5728\u6301\u4e45\u914d\u7f6e\u4e2d\u9884\u7559\u4e00\u4e9b\u201c\u7f13\u51b2\u7a7a\u95f4\u201d\uff08\u4f8b\u5982\uff0c\u6bd4\u5b9e\u9645\u5bfc\u81f4\u6027\u80fd\u4e0b\u964d\u7684\u76ee\u6807\u6c34\u5e73\u4f4e 5%-10%\uff09\u3002\u00a0<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-\u7b2c\u4e09\u6b65-\u542f\u7528\u5e76\u63d0\u5347\u5f39\u6027\">\u7b2c\u4e09\u6b65\uff1a\u542f\u7528\u5e76\u63d0\u5347\u5f39\u6027<\/h3>\n\n\n\n<p>\u5373\u4f7f\u5df2\u5b9e\u73b0\u524d\u4e24\u9879\u6539\u8fdb\uff08\u901f\u5ea6\u3001\u4e00\u81f4\u6027\uff09\uff0c\u5982\u679c\u5229\u7528\u7387\u4ecd\u968f\u65f6\u95f4\u5927\u5e45\u6ce2\u52a8\uff0c\u5219\u8bf4\u660e\u4ecd\u5b58\u5728\u53ef\u4ee5\u89e3\u51b3\u7684\u663e\u8457\u4f4e\u6548\u95ee\u9898\u3002\u4e0a\u56fe 4 \u4ecd\u663e\u793a\u660e\u663e\u7684\u5cf0\u503c\u548c\u4f4e\u8c37\uff0c\u4e8c\u8005\u4e4b\u95f4\u7684\u5229\u7528\u7387\u5dee\u5f02\u5f88\u5927\u3002\u5728\u8d44\u6e90\u672a\u8fbe\u5230\u76ee\u6807\u5cf0\u503c\u5229\u7528\u7387\u6c34\u5e73\u7684\u65f6\u6bb5\uff08\u4f8b\u5982\u6b64\u56fe\u8868\u4e2d\u7684\u5348\u591c\u65f6\u5206\uff09\uff0c\u5b58\u5728\u5927\u91cf\u8d44\u6e90\u6d6a\u8d39\u3002\u6b64\u65f6\u9700\u8981\u4e0d\u5230\u4e00\u534a\u7684\u8d44\u6e90\u3002\u4f46\u5373\u4f7f\u5229\u7528\u7387\u975e\u5e38\u4f4e\uff0c\u5b9e\u4f8b\u4e5f\u4e0d\u4f1a\u88ab\u5173\u95ed\u3002&nbsp;<\/p>\n\n\n\n<p>\u6211\u4eec\u53d1\u73b0\u8bb8\u591a\u5e94\u7528\u7a0b\u5e8f\u7684\u5229\u7528\u7387\u56fe\u8868\u90fd\u5448\u8fd9\u79cd\u5f62\u72b6\u3002\u8fd9\u79cd\u60c5\u51b5\u901a\u5e38\u8868\u660e\u5f39\u6027\u548c\u81ea\u52a8\u6269\u5c55\u672a\u5e94\u7528\uff0c\u6216\u4ec5\u90e8\u5206\u5e94\u7528\u3002\u4f8b\u5982\uff0c\u8bb8\u591a\u5c06\u81ea\u52a8\u6269\u5c55\u7528\u4f5c\u5e94\u5bf9\u6781\u7aef\u5cf0\u503c\u4fdd\u9669\u63aa\u65bd\u7684\u7ec4\u7ec7\uff0c\u4f1a\u901a\u8fc7\u8bbe\u7f6e\u4e00\u4e2a\u4fdd\u5b88\u7684\u6700\u5c0f pod \u6570\u91cf\uff08\u7edd\u4e0d\u4f4e\u4e8e\u8be5\u6570\u503c\uff09\uff0c\u6765\u907f\u514d\u5728\u201c\u6b63\u5e38\u201d\u60c5\u51b5\u4e0b\u4f7f\u7528\u81ea\u52a8\u6269\u5c55\u3002&nbsp;<\/p>\n\n\n\n<p>\u8fd9\u79cd\u5229\u7528\u7387\u53d8\u5316\u901a\u5e38\u662f\u7531\u4e8e\u7ec4\u7ec7\u5728\u8d44\u6e90\u4e0d\u9700\u8981\u65f6\u4e0d\u613f\u610f\u5c06\u5176\u5173\u95ed\u6240\u5bfc\u81f4\u7684\u3002\u5728\u73b0\u4ee3\u652f\u6301\u81ea\u52a8\u6269\u5c55\u7684\u90e8\u7f72\u73af\u5883\uff08\u4f8b\u5982 k8s\uff09\u4e2d\uff0c\u8fd9\u79cd\u7f3a\u4e4f\u610f\u613f\u901a\u5e38\u5e76\u975e\u6e90\u4e8e\u5173\u95ed pod \u53ef\u80fd\u51fa\u73b0\u7684\u95ee\u9898\uff08\u5728\u4f4e\u5229\u7528\u7387\u65f6\u5173\u95ed\u901a\u5e38\u65e0\u5bb3\uff09\uff0c\u800c\u662f\u6e90\u4e8e\u65b0\u5b9e\u4f8b\u91cd\u542f\u65f6\u51fa\u73b0\u7684\u4e0d\u826f\u8868\u73b0\u3002\u8fd9\u79cd\u201c\u9884\u70ed\u95ee\u9898\u201d\uff08\u5373\u65b0 JVM \u5b9e\u4f8b\u5728\u542f\u52a8\u521d\u671f\u4f1a\u51fa\u73b0\u6682\u65f6\u6027\u7684\u6027\u80fd\u7f13\u6162\u6216\u884c\u4e3a\u6545\u969c\uff09\uff0c\u4f1a\u5bfc\u81f4\u8fd9\u4e9b\u5b9e\u4f8b\u5728\u5b8c\u5168\u9884\u70ed\u5e76\u201c\u5168\u901f\u8fd0\u884c\u201d\u4e4b\u524d\uff0c\u5904\u7406\u5ba2\u6237\u7aef\u6d41\u91cf\u65f6\u7684\u670d\u52a1\u6c34\u5e73\u4e0b\u964d\u3002\u8fd9\u4e9b\u884c\u4e3a\u901a\u5e38\u8868\u73b0\u4e3a\u9519\u8bef\u7387\u589e\u52a0\u3001\u8d85\u65f6\u6216\u54cd\u5e94\u65f6\u95f4\u5f02\u5e38\u3002\u8fd9\u4e9b\u6545\u969c\u901a\u5e38\u4e0e\u8d1f\u8f7d\u65e0\u5173\uff0c\u800c\u662f\u7531\u4e8e\u5904\u7406\u6d41\u91cf\u7684\u5b9e\u4f8b\u5904\u4e8e\u201c\u8fd0\u884c\u7f13\u6162\u201d\u6216\u201c\u5c1a\u672a\u9884\u70ed\u201d\u72b6\u6001\u6240\u81f4\u3002&nbsp;<\/p>\n\n\n\n<p>\u8fd9\u6b63\u662f\u57fa\u4e8e\u201c\u66f4\u4f18\u7684 JVM\u201d\u5b9e\u73b0\u6210\u672c\u4f18\u5316\u7684\u7b2c\u4e09\u6b65\uff1a\u4f7f\u7528 Azul \u7684 Prime JVM \u8fd0\u884c\u5e94\u7528\u7a0b\u5e8f\u65f6\uff0c\u53ef\u4ee5\u5b8c\u5168\u542f\u7528\u5f39\u6027\uff0c\u800c\u4e0d\u4f1a\u5bfc\u81f4\u901a\u5e38\u4e0e\u201c\u9884\u70ed\u201d\u548c\u81ea\u52a8\u6269\u5c55\u76f8\u5173\u7684\u670d\u52a1\u6c34\u5e73\u4e0b\u964d\u95ee\u9898\u3002&nbsp;<\/p>\n\n\n\n<p><em>\u5728\u63a7\u5236\u6216\u964d\u4f4e\u4e91\u8ba1\u7b97\u6210\u672c\u65b9\u9762\uff0c<\/em><em>JVM <\/em><em>\u7684\u9009\u62e9\u4e0e<\/em><em> CPU <\/em><em>\u7684\u9009\u62e9\u540c\u7b49\u91cd\u8981\u3002<\/em><em><\/em><\/p>\n\n\n\n<p>\u201c\u6807\u51c6\u7248\u201dOpenJDK JVM \u4ec5\u80fd\u901a\u8fc7\u5904\u7406\u5b9e\u9645\u6d41\u91cf\u5b9e\u73b0\u6709\u6548\u9884\u70ed\uff0c\u56e0\u4e3a\u5b83\u4eec\u53ea\u6709\u5728\u89c2\u5bdf\u4ee3\u7801\u88ab\u6267\u884c\u8db3\u591f\u6b21\u6570\uff08\u5904\u7406\u8db3\u591f\u7684\u5ba2\u6237\u7aef\u6d41\u91cf\uff09\u540e\u624d\u80fd\u505a\u51fa\u4f18\u5316\u9009\u62e9\uff0c\u8fdb\u800c\u4f18\u5316\u4ee3\u7801\u3002\u5b9e\u9645\u4e0a\uff0c\u6bcf\u4e2a\u65b0\u542f\u52a8\u7684 pod \u90fd\u5fc5\u987b\u201c\u635f\u5bb3\u201d\u8db3\u591f\u591a\u7684\u6d41\u91cf\u624d\u80fd\u4e86\u89e3\u4f18\u5316\u5185\u5bb9\u548c\u4f18\u5316\u65b9\u6cd5\uff0c\u624d\u80fd\u8fbe\u5230\u4e0d\u518d\u635f\u5bb3\u6d41\u91cf\u7684\u7a0b\u5ea6\u3002&nbsp;<\/p>\n\n\n\n<p>Azul \u7684 Platform Prime \u4ea7\u54c1\u901a\u8fc7\u7ed3\u5408\u4e13\u95e8\u4e3a\u6b64\u76ee\u7684\u6784\u5efa\u7684\u591a\u9879\u6280\u672f\uff0c\u663e\u8457\u6539\u5584\u4e86\u5355\u4e2a pod \u7684\u9884\u70ed\u884c\u4e3a\u3002\u901a\u8fc7 Azul \u7684 <a href=\"https:\/\/azul.com\/products\/components\/readynow\/\">ReadyNow<\/a> \u548c <a href=\"https:\/\/www.azul.com\/products\/components\/azul-optimizer-hub\/\">Optimizer Hub<\/a> \u6280\u672f\uff0cJVM \u5b9e\u4f8b\u96c6\u53ef\u4ee5\u5171\u4eab\u6765\u4e4b\u4e0d\u6613\u7684\u9884\u70ed\u7ecf\u9a8c\uff0c\u4ece\u800c\u4f7f\u65b0\u542f\u52a8\u7684 pod \u80fd\u591f\u201c\u9884\u52a0\u8f7d\u201d\u5148\u524d\u7684\u77e5\u8bc6\uff0c\u907f\u514d\u901a\u8fc7\u635f\u5bb3\u6d41\u91cf\u6765\u201c\u5b66\u4e60\u201d\u4f18\u5316\u5185\u5bb9\u548c\u4f18\u5316\u65b9\u6cd5\u3002Azul \u7684 Optimizer Hub \u501f\u52a9\u5176<a href=\"https:\/\/www.azul.com\/products\/intelligence-cloud\/cloud-native-compiler\/\">\u4e91\u539f\u751f\u7f16\u8bd1\u5668<\/a>\u529f\u80fd\uff0c\u5728\u6574\u4e2a\u5b9e\u4f8b\u96c6\u4e2d\u9ad8\u6548\u6267\u884c\u4ee3\u7801\u4f18\u5316\uff0c\u4f7f\u5f97\u65b0\u542f\u52a8\u7684 pod \u4e2d\u7684\u5404\u4e2a JVM \u65e0\u9700\u5728\u542f\u52a8\u9636\u6bb5\u5404\u81ea\u6267\u884c\u7e41\u91cd\u7684\u4f18\u5316\u5de5\u4f5c\u3002\u8fd9\u4e9b\u6280\u672f\u4f7f\u65b0\u542f\u52a8\u7684 pod \u751a\u81f3\u5728\u63a5\u6536\u6d41\u91cf\u524d\u5c31\u5df2\u5e94\u7528\u5f3a\u5927\u7684\u4f18\u5316\uff0c\u4ece\u800c\u6d88\u9664\u8fd0\u884c\u7f13\u6162\u4e14\u5c1a\u672a\u9884\u70ed\u7684 pod \u5bf9\u6d41\u91cf\u7684\u5f71\u54cd\u3002<\/p>\n\n\n\n<p>Azul Optimizer Hub \u4f1a\u81ea\u52a8\u7f16\u6392\u548c\u5206\u644a\u4f18\u5316\u5de5\u4f5c\uff0c\u4f7f\u751f\u4ea7\u73af\u5883\u80fd\u591f\u5b9e\u73b0\u9ad8\u6548\u6709\u673a\u7684\u81ea\u6211\u4f18\u5316\u3002\u8fd9\u4e9b\u751f\u4ea7\u73af\u5883\u4f18\u5316\u65e0\u9700\u66f4\u6539\u8f6f\u4ef6\u5f00\u53d1\u751f\u547d\u5468\u671f (SDLC) \u5373\u53ef\u5b9e\u73b0\u3002\u5f53\u5e94\u7528\u7a0b\u5e8f\u7684\u65b0\u7248\u672c\u63a8\u51fa\u65f6\uff0c\u65e9\u671f\u5b9e\u4f8b\uff08\u901a\u5e38\u4e3a Canary\uff09\u4f1a\u81ea\u52a8\u5efa\u7acb\u7ecf\u9a8c\u548c\u4f18\u5316\u6210\u679c\uff0c\u540e\u7eed\u56e0\u63a8\u51fa\u548c\u81ea\u52a8\u6269\u5c55\u800c\u542f\u52a8\u7684 pod \u4fbf\u53ef\u5229\u7528\u8fd9\u4e9b\u6210\u679c\u3002<\/p>\n\n\n\n<p>\u8fd9\u79cd\u9762\u5411\u5b9e\u4f8b\u96c6\u7684\u4f18\u5316\u529f\u80fd\u76f4\u63a5\u89e3\u51b3\u4e86\u901a\u5e38\u4e0e\u201c\u9884\u70ed\u201d\u548c\u81ea\u52a8\u6269\u5c55\u76f8\u5173\u7684\u8d1f\u9762\u670d\u52a1\u6c34\u5e73\u95ee\u9898\u3002\u5b83\u4f7f\u5f97\u81ea\u52a8\u6269\u5c55\u5bf9\u4e8e\u5927\u591a\u6570\u5e94\u7528\u7a0b\u5e8f\u548c\u670d\u52a1\u6765\u8bf4\u65e2\u5207\u5b9e\u53ef\u884c\u53c8\u80fd\u5e26\u6765\u6548\u76ca\u3002&nbsp;<\/p>\n\n\n\n<p>\u968f\u7740\u81ea\u52a8\u6269\u5c55\u7684\u969c\u788d\u88ab\u6e05\u9664\uff0c\u5f39\u6027\u5f97\u4ee5\u5168\u9762\u542f\u7528\u5e76\u88ab\u5e7f\u6cdb\u91c7\u7528\u3002\u6b64\u524d\u56de\u907f\u81ea\u52a8\u6269\u5c55\u7684\u5e94\u7528\u7a0b\u5e8f\u73b0\u5728\u53ef\u4ee5\u542f\u7528\u8be5\u529f\u80fd\u3002\u4ec5\u91c7\u7528\u4fdd\u5b88\u81ea\u52a8\u6269\u5c55\u7b56\u7565\u7684\u5e94\u7528\u7a0b\u5e8f\uff08\u4f8b\u5982\uff0c\u4ec5\u901a\u8fc7\u8bbe\u7f6e\u8f83\u9ad8\u7684\u6700\u5c0f pod \u6570\u91cf\u6765\u5e94\u5bf9\u7f55\u89c1\u5cf0\u503c\uff09\uff0c\u53ef\u4ee5\u8f6c\u5411\u6301\u7eed\u81ea\u52a8\u6269\u5c55 [\u56fe 4]\u3002\u901a\u8fc7\u5728\u4f4e\u8d1f\u8f7d\u671f\u95f4\u5b89\u5168\u5173\u95ed pod \u4ee5\u63d0\u9ad8\u5229\u7528\u7387\uff0c\u5e76\u5728\u8d1f\u8f7d\u6062\u590d\u65f6\u5b89\u5168\u5730\u91cd\u542f\u8fd9\u4e9b pod\uff08\u4e0d\u4f1a\u5bf9\u670d\u52a1\u6c34\u5e73\u4ea7\u751f\u8d1f\u9762\u5f71\u54cd\uff09\uff0c\u53ef\u4ee5\u6d88\u9664\u4f4e\u8d1f\u8f7d\u671f\u95f4\u7684\u5229\u7528\u7387\u4f4e\u8c37\u3002&nbsp;\u00a0<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"471\" src=\"https:\/\/azul.imgix.net\/wp-content\/uploads\/CPU-Utilization-4-1024x471.png?auto=format&crop=faces,entropy&fit=max&q=80&s=1dbbda715c595f9add10951fda8fdc94\" alt=\"\" class=\"wp-image-89398\"\/><figcaption class=\"wp-element-caption\"><strong>\u56fe 4\uff1a<\/strong>\u81ea\u52a8\u6269\u5c55\u548c\u5f39\u6027\u53ef\u7528\u6765\u6536\u56de\u5728\u4f4e\u5229\u7528\u7387\u671f\u95f4\u6d6a\u8d39\u7684\u652f\u51fa\u3002\u6b64\u56fe\u8868\u5c55\u793a\u4e86\u901a\u8fc7\u4ee5\u4e0a 3 \u4e2a\u6b65\u9aa4\u6240\u5b9e\u73b0\u7684\u7d2f\u79ef\u8282\u7701\uff1a(a) \u66f4\u5feb\u7684\u4ee3\u7801\u6267\u884c\uff08\u964d\u4f4e CPU \u9700\u6c42\u548c pod \u6570\u91cf\uff09\uff0c(b) \u66f4\u9ad8\u7684\u4e00\u81f4\u6027\uff08\u63d0\u9ad8 [\u5cf0\u503c] \u5229\u7528\u7387\u76ee\u6807\u5e76\u51cf\u5c11 pod \u6570\u91cf\uff09\uff0c\u4ee5\u53ca (c) \u5b9e\u9645\u5e94\u7528\u5f39\u6027\uff08\u51cf\u5c11\u4f4e\u8d1f\u8f7d\u671f\u95f4\u7684\u652f\u51fa\u6d6a\u8d39\uff09\u3002\u00a0<\/figcaption><\/figure>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><thead><tr><th><strong>\u5b9e\u9645\u5e94\u7528\u5f39\u6027\u5e26\u6765\u7684\u989d\u5916\u6210\u672c\u7ba1\u7406\u6548\u76ca\u00a0\u00a0<\/strong><\/th><\/tr><\/thead><tbody><tr><td>\u5f53\u5f39\u6027\u53ef\u4ee5\u5168\u9762\u542f\u7528\uff0c\u4e14\u4e0d\u4f1a\u5728\u201c\u9884\u70ed\u201d\u671f\u95f4\u5bf9\u670d\u52a1\u6c34\u5e73\u4ea7\u751f\u5f71\u54cd\u65f6\uff0c\u4e91\u5b9e\u4f8b\u4f7f\u7528\u548c\u5b9a\u4ef7\u6a21\u578b\u5c06\u51fa\u73b0\u65b0\u7684\u4f7f\u7528\u65b9\u6848\uff08\u4f8b\u5982\u51cf\u5c11\u9884\u7559\u5b9e\u4f8b\uff0c\u66f4\u5e7f\u6cdb\u5730\u4f7f\u7528\u7ade\u4ef7\u578b\u5b9e\u4f8b\uff09\uff0c\u8fd9\u4e9b\u65b9\u6848\u5728\u4ee5\u524d\u53ef\u80fd\u96be\u4ee5\u5b9e\u9645\u63a8\u884c\u3002\u8fd9\u4e9b\u53ef\u4ee5\u964d\u4f4e vCPU \u5c0f\u65f6\u7684\u5e73\u5747\u6210\u672c\uff0c\u4ece\u800c\u8fdb\u4e00\u6b65\u8282\u7701\u6210\u672c\u3002<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-\u603b\u7ed3-nbsp-0\">\u603b\u7ed3&nbsp;<\/h2>\n\n\n\n<p>\u901a\u8fc7\u5728\u66f4\u5feb\u901f\u3001\u66f4\u4e00\u81f4\u4e14\u80fd\u6d88\u9664\u4e0e\u9884\u70ed\u76f8\u5173\u7684\u670d\u52a1\u6c34\u5e73\u5f02\u5e38\u7684 JVM \u4e0a\u8fd0\u884c\u5e94\u7528\u7a0b\u5e8f\u548c\u670d\u52a1\uff0c\u53ef\u4ee5\u663e\u8457\u964d\u4f4e\u8ba1\u7b97\u6210\u672c\u3002Azul \u7684 Zing JVM \u548c Prime Platform \u901a\u8fc7\u63d0\u5347\u4e91\u8ba1\u7b97\u652f\u51fa\u7684\u6709\u6548\u8d44\u91d1\u5229\u7528\u7387\uff0c\u5b9e\u73b0\u5207\u5b9e\u7684\u6210\u672c\u8282\u7ea6 [\u53c2\u89c1\u56fe 5]\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"547\" src=\"https:\/\/azul.imgix.net\/wp-content\/uploads\/Prime-Cloud-Costs-CN-1024x547.png?auto=format&crop=faces,entropy&fit=max&q=80&s=153d7c4b53cccb842be6b65190b9e4c0\" alt=\"\" class=\"wp-image-89404\"\/><figcaption class=\"wp-element-caption\"><strong>\u56fe 5\uff1a<\/strong>\u6574\u4f53\u7d2f\u79ef\u6548\u5e94\uff1a\u7ed3\u5408\u901f\u5ea6\u3001\u4e00\u81f4\u6027\u548c\u9884\u70ed\u884c\u4e3a\u6539\u8fdb\u8fd9\u4e09\u65b9\u9762\u7684\u4f18\u52bf\uff08\u5728\u4e4b\u524d\u7684\u56fe\u4e2d\u5206\u522b\u5c55\u793a\uff09\uff0c\u63a8\u52a8\u5b9e\u73b0\u66f4\u9ad8\u7684\u652f\u51fa\u8d44\u91d1\u5229\u7528\u7387\u3002<\/figcaption><\/figure>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><thead><tr><th><strong>\u201c\u5982\u679c\u60a8\u60f3\u964d\u4f4e\u6210\u672c\uff0c\u5c31\u4e13\u6ce8\u4e8e\u6210\u672c\u964d\u4f4e\u3002\u201d\u00a0<\/strong><\/th><\/tr><\/thead><tbody><tr><td>\u901a\u5e38\uff0c\u5728\u8bc4\u4f30\u6210\u672c\u8282\u7ea6\u7684\u6f5c\u529b\u65f6\uff0c\u6211\u4eec\u5e0c\u671b\u4ee5\u6700\u5c11\u6295\u5165\u5feb\u901f\u5b9e\u73b0\u6210\u672c\u964d\u4f4e\u3002\u6839\u636e\u7ecf\u9a8c\uff0c\u6211\u4eec\u53d1\u73b0\u5728\u6b64\u8fc7\u7a0b\u4e2d\u5b58\u5728\u4e00\u4e9b\u9677\u9631\u548c\u5e72\u6270\uff0c\u800c\u91c7\u53d6\u4e00\u4e9b\u4e13\u6ce8\u64cd\u4f5c\u6709\u52a9\u4e8e\u5f00\u5c55\u6211\u4eec\u79f0\u4e4b\u4e3a\u6210\u672c\u8282\u7ea6\u201c\u8bd5\u70b9\u201d\u7684\u5de5\u4f5c\u3002\u00a0<br>\u00a0<br>\u8bf7\u52a1\u5fc5\u8bb0\u4f4f\uff0c\u867d\u7136 Azul Prime \u63d0\u4f9b\u7684\u901f\u5ea6\u3001\u4e00\u81f4\u6027\u548c\u5f39\u6027\u529f\u80fd\u53ef\u7528\u4e8e\u8282\u7ea6\u6210\u672c\uff0c\u4f46\u8fd9\u4e9b\u529f\u80fd\u4e5f\u53ef\u7528\u4e8e\u5176\u4ed6\u76ee\u7684\u3002\u5982\u679c\u60a8\u7684\u76ee\u6807\u662f\u964d\u4f4e\u6210\u672c\uff0c\u90a3\u4e48\u91cd\u8981\u7684\u662f\u8981\u907f\u514d\u4ec5\u4ec5\u56e0\u4e3a\u5176\u4ed6\u597d\u5904\u542c\u8d77\u6765\u201c\u5f88\u9177\u201d\uff0c\u6216\u8005\u751a\u81f3\u56e0\u4e3a\u5b83\u4eec\u5728\u5176\u4ed6\u65b9\u9762\u53ef\u80fd\u6709\u7528\uff0c\u800c\u5206\u5fc3\u6216\u6c89\u8ff7\u4e8e\u8ffd\u6c42\u90a3\u4e9b\u597d\u5904\u3002\u4f8b\u5982\uff0c\u5728\u76f8\u540c\u7684\u5229\u7528\u7387\u6c34\u5e73\u4e0b\uff0c\u5f53\u5e38\u89c1\u60c5\u51b5\u548c\u5f02\u5e38\u5ef6\u8fdf\u5728\u65e9\u671f\u6d4b\u8bd5\u4e2d\u5f97\u5230\u6539\u5584\u65f6\uff0c\u4eba\u4eec\u53ef\u80fd\u4f1a\u5f00\u59cb\u5173\u6ce8\u8fd9\u4e2a\u597d\u5904\uff0c\u800c\u5931\u53bb\u5bf9\u6210\u672c\u6548\u76ca\u76ee\u6807\u7684\u5173\u6ce8\u3002\u6709\u65f6\u6211\u4eec\u751a\u81f3\u5fc5\u987b\u63d0\u9192\u4ed6\u4eec\uff0c\u5982\u679c\u6211\u4eec\u65e8\u5728\u8861\u91cf\u6210\u672c\u6548\u76ca\uff0c\u6211\u4eec\u5e94\u8be5\u7518\u613f\u4e3a\u63d0\u5347\u5229\u7528\u7387\u6c34\u5e73\u800c\u727a\u7272\u5ef6\u8fdf\u6216\u54cd\u5e94\u65f6\u95f4\u65b9\u9762\u7684\u6539\u8fdb\u3002\u8fd9\u4e9b\u6307\u6807\uff08\u901f\u5ea6\u548c\u4e00\u81f4\u6027\uff09\u7684\u63d0\u5347\u901a\u5e38\u610f\u5473\u7740\u201c\u60a8\u5e94\u8be5\u8fdb\u4e00\u6b65\u63d0\u5347\u5229\u7528\u7387\uff0c\u5173\u95ed\u66f4\u591a\u7684 pod\u201d\u3002\u00a0<br>\u00a0<br>\u5373\u4f7f\u5728\u5b9e\u73b0\u6210\u672c\u8282\u7701\u4e4b\u540e\uff0c\u4e14\u5df2\u5c06\u5229\u7528\u7387\u63d0\u5347\u5230\u53ef\u63a5\u53d7\u7684\u6c34\u5e73\u540e\uff0c\u6211\u4eec\u53ef\u80fd\uff08\u5e76\u4e14\u901a\u5e38\u786e\u5b9e\uff09\u4ecd\u7136\u4f1a\u4fdd\u7559\u4e00\u4e9b\u901f\u5ea6\u548c\u4e00\u81f4\u6027\u65b9\u9762\u7684\u597d\u5904\uff08\u4f8b\u5982\u4e2d\u4f4d\u6570\u6216\u5e73\u5747\u54cd\u5e94\u65f6\u95f4\u589e\u52a0\u3001\u5f02\u5e38\u5e45\u5ea6\u548c\u51fa\u73b0\u9891\u7387\u663e\u8457\u964d\u4f4e\uff09\u3002\u4f46\u5728\u964d\u4f4e\u6210\u672c\u7684\u80cc\u666f\u4e0b\uff0c\u6211\u4eec\u5c06\u8fd9\u4e9b\u89c6\u4e3a\u201c\u9644\u52a0\u7ea2\u5229\u201d\u3002\u5b83\u4eec\u4e0d\u662f\u76ee\u6807\u3002\u00a0<br>\u00a0<br>\u5982\u679c\u60a8\u8ffd\u6c42\u7684\u662f\u66f4\u4f4e\u5ef6\u8fdf\u3001\u66f4\u5c11\u5f02\u5e38\u3001\u66f4\u9ad8\u4e1a\u52a1\u201c\u80dc\u7387\u201d\u6216\u201c\u5339\u914d\u5ea6\u201d\uff0c\u4e14\u6210\u672c\u964d\u4f4e\u4e0d\u662f\u60a8\u7684\u4e3b\u8981\u76ee\u7684\uff0cAzul Prime \u540c\u6837\u662f\u5b9e\u73b0\u8fd9\u4e9b\u76ee\u6807\u7684\u51fa\u8272\u89e3\u51b3\u65b9\u6848\u3002\u4e0d\u8fc7\u8fd9\u662f\u53e6\u4e00\u7bc7\u535a\u5ba2\u6587\u7ae0\u7684\u4e3b\u9898\u3002<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-\u5173\u6ce8\u6211\u7684\u535a\u5ba2\u7cfb\u5217\">\u5173\u6ce8\u6211\u7684\u535a\u5ba2\u7cfb\u5217<\/h2>\n\n\n\n<p>\u5728\u6211\u7684\u4e0b\u4e00\u7bc7\u535a\u5ba2\u6587\u7ae0\u4e2d\uff0c\u6211\u5c06\u91cd\u70b9\u8ba8\u8bba JVM \u5bf9\u5e94\u7528\u7a0b\u5e8f\u6027\u80fd\u7684\u5f71\u54cd\u3002\u5728\u6211\u7684\u7b2c\u4e09\u7bc7\u6587\u7ae0\u4e2d\uff0c\u6211\u5c06\u8ba8\u8bba Azul Optimizer Hub\uff0c\u5b83\u662f Azul Platform Prime \u7684\u4e00\u9879\u529f\u80fd\u3002\u5173\u6ce8\u6211\uff0c\u83b7\u53d6\u66f4\u591a\u53ef\u7528\u4fe1\u606f\u3002<\/p>\n\n\n\n\n\n<section    class=\"c-cta-band c-cta-band--color-light c-cta-band--mt-xl c-cta-band--mb-lg c-cta-band--pt-default c-cta-band--pb-default 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