{"id":89029,"date":"2025-09-30T13:00:00","date_gmt":"2025-09-30T13:00:00","guid":{"rendered":"https:\/\/www.azul.com\/blog\/make-java-fleets-warm-up-faster-on-aws\/"},"modified":"2025-11-25T19:06:19","modified_gmt":"2025-11-25T19:06:19","slug":"make-java-fleets-warm-up-faster-on-aws","status":"publish","type":"post","link":"https:\/\/www.azul.com\/zh-hans\/blog\/make-java-fleets-warm-up-faster-on-aws\/","title":{"rendered":"\u52a0\u901f Java \u5b9e\u4f8b\u96c6\u5728 AWS \u4e0a\u7684\u9884\u70ed\u8fc7\u7a0b"},"content":{"rendered":"\n<h2 class=\"wp-block-heading\" id=\"h-\u603b\u7ed3\"><em><em>\u603b\u7ed3<\/em><\/em><\/h2>\n\n\n\n<p><em><em>\u4f20\u7edf\u7684 Java \u4ee5\u8f83\u6162\u7684\u89e3\u91ca\u6a21\u5f0f\u6267\u884c\u4ee3\u7801\uff08\u88ab\u79f0\u4e3a Java \u9884\u70ed\uff09\uff0c\u76f4\u5230\u5b83\u80fd\u591f\u6784\u5efa\u4f18\u5316\u914d\u7f6e\u6587\u4ef6\u3002\u8fd9\u610f\u5473\u7740\u5b83\u53ea\u6709\u5728\u5e94\u7528\u7a0b\u5e8f\u5904\u7406\u6d41\u91cf\u5e76\u89e6\u53ca\u5173\u952e\u4ee3\u7801\u8def\u5f84\u540e\u624d\u80fd\u5f00\u59cb\u4f18\u5316\u3002\u6b63\u5f53\u60a8\u4e3a\u4e86\u5e94\u5bf9\u6d41\u91cf\u6fc0\u589e\u800c\u8fdb\u884c\u6a2a\u5411\u6269\u5c55\u65f6\uff0c\u673a\u5668\u5374\u5904\u4e8e\u8fd0\u884c\u6700\u6162\u7684\u72b6\u6001\uff0c\u5728\u5904\u7406\u8bf7\u6c42\u548c\u6267\u884c\u9ad8\u5f00\u9500\u7684 JIT \u4f18\u5316\u4e4b\u95f4\u5206\u644a\u6709\u9650\u7684 CPU \u8d44\u6e90<\/em><\/em><\/p>\n\n\n\n<p><em><em>\u60a8\u53ef\u4ee5\u5728 AWS \u4e0a\u4f7f\u7528 Azul Optimizer Hub\uff0c\u901a\u8fc7\u6539\u8fdb JVM \u7684\u5de5\u4f5c\u65b9\u5f0f\u6765\u63d0\u5347 Java \u5e94\u7528\u7684\u6027\u80fd\u3002\u5728\u8fd9\u7bc7\u6587\u7ae0\u4e2d\uff0c\u60a8\u5c06\u4e86\u89e3\u6539\u8fdb JVM \u5c06\u5982\u4f55\u5e2e\u52a9\u60a8\uff1a\u00a0<\/em><\/em><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><em>\u901a\u8fc7\u590d\u7528\u5148\u524d\u8fd0\u884c\u7684\u4fe1\u606f\uff0c\u5728\u4ee3\u7801\u771f\u6b63\u9700\u8981\u4e4b\u524d\u63d0\u524d\u7f16\u8bd1\uff0c\u4ece\u800c<strong>\u7f29\u77ed<\/strong><\/em><strong><em> Java <\/em><\/strong><strong><em>\u9884\u70ed\u65f6\u95f4<\/em><\/strong><\/li>\n\n\n\n<li><strong><em>\u5c06<\/em><\/strong><strong><em> JIT <\/em><\/strong><strong><em>\u7f16\u8bd1\u4efb\u52a1\u5378\u8f7d<\/em><\/strong><em>\u5230\u5355\u72ec\u7684\u4e13\u7528<\/em><em> JIT <\/em><em>\u96c6\u7fa4\uff0c\u4ee5\u4fbf\u5c06<\/em><em> CPU <\/em><em>\u8d44\u6e90\u5145\u5206\u7528\u4e8e\u5e94\u7528\u7a0b\u5e8f\u8bbe\u8ba1\u76ee\u6807\u6240\u5bf9\u5e94\u7684\u4efb\u52a1<\/em><\/li>\n\n\n\n<li><em>\u901a\u8fc7\u6267\u884c\u66f4\u591a\u8d44\u6e90\u5bc6\u96c6\u578b JIT \u7f16\u8bd1\uff0c<strong>\u8ba9\u4ee3\u7801\u8fd0\u884c\u901f\u5ea6\u66f4\u5feb<\/strong>\u3002\u800c\u8fd9\u5728\u5ba2\u6237\u7aef JVM \u8d44\u6e90\u6709\u9650\u7684\u60c5\u51b5\u4e0b\uff0c\u662f\u5e38\u89c4\u65b9\u5f0f\u96be\u4ee5\u5b9e\u73b0\u7684gned for<\/em><\/li>\n<\/ul>\n\n\n\n<p>Cloud DevOps \u56e2\u961f\u548c\u5de5\u7a0b\u56e2\u961f\u4f7f\u7528\u00a0<a href=\"https:\/\/www.azul.com\/zh-hans\/prime\/\">Azul Platform Prime<\/a>\u00a0\u6765\u51cf\u5c11\u4e91\u6d6a\u8d39\u5e76\u5229\u7528\u5df2\u627f\u8bfa\u7684\u4e91\u652f\u51fa\uff0c\u540c\u65f6\u63d0\u9ad8\u627f\u8f7d\u80fd\u529b\u5e76\u4fdd\u6301\u670d\u52a1\u6c34\u5e73\u5e94\u5bf9\u65e5\u76ca\u589e\u957f\u7684\u5de5\u4f5c\u8d1f\u8f7d\u3002Platform Prime \u5305\u62ec\u4ee5\u4e0b\u7ec4\u4ef6\uff1a\u00a0\u00a0\u00a0<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-openjdk-\u7684-azul-zing-\u6784\u5efa\u7248\u672c\">OpenJDK \u7684 Azul Zing \u6784\u5efa\u7248\u672c\u00a0\u00a0<\/h2>\n\n\n\n<p>OpenJDK \u7684 Azul Zing \u6784\u5efa\u7248\u672c (Zing) \u662f\u57fa\u4e8e OpenJDK\u3001\u7b26\u5408 TCK \u6807\u51c6\u7684\u73b0\u4ee3 Java \u8fd0\u884c\u65f6\u3002\u60a8\u65e0\u9700\u91cd\u65b0\u7f16\u8bd1\u4ee3\u7801\u5373\u53ef\u4f7f\u7528 Zing \u8fd0\u884c Java \u5de5\u4f5c\u8d1f\u8f7d\u3002Zing \u5177\u6709\u4ee5\u4e0b\u4f18\u52bf\uff1a\u00a0\u00a0<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u501f\u52a9 <a href=\"https:\/\/www.azul.com\/products\/components\/pgc\/\">C4 \u65e0\u6682\u505c\u5783\u573e\u6536\u96c6\u5668<\/a>\uff0c\u964d\u4f4e\u5ef6\u8fdf\u5f02\u5e38\u503c\u00a0<\/li>\n\n\n\n<li>\u501f\u52a9 <a href=\"https:\/\/www.azul.com\/products\/components\/falcon-jit-compiler\/\">Falcon JIT \u7f16\u8bd1\u5668<\/a>\uff0c\u63d0\u9ad8\u541e\u5410\u91cf\u5e76\u964d\u4f4e\u4e2d\u4f4d\u5ef6\u8fdf\u00a0\u00a0<\/li>\n\n\n\n<li>\u501f\u52a9 <a href=\"https:\/\/www.azul.com\/products\/components\/readynow\/\">ReadyNow \u9884\u70ed\u4f18\u5316\u5668<\/a>\u548c<a href=\"https:\/\/www.azul.com\/products\/intelligence-cloud\/cloud-native-compiler\/\">\u4e91\u539f\u751f\u7f16\u8bd1\u5668<\/a>\uff0c\u7f29\u77ed Java \u9884\u70ed\u65f6\u95f4\u5e76\u51cf\u5c11\u53bb\u4f18\u5316\u6b21\u6570\u00a0\u00a0<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-azul-\u4f18\u5316\u5668\u4e2d\u5fc3\">Azul \u4f18\u5316\u5668\u4e2d\u5fc3\u00a0\u00a0<\/h2>\n\n\n\n<p><a href=\"https:\/\/www.azul.com\/products\/components\/azul-optimizer-hub\/\">Azul Optimizer Hub<\/a> \u662f\u4e00\u7ec4\u53ef\u6269\u5c55\u7684\u670d\u52a1\uff0c\u53ef\u90e8\u7f72\u5728\u865a\u62df\u79c1\u6709\u4e91 (VPC) \u4e2d\u7684 Kubernetes \u4e0a\u3002\u51ed\u501f Optimizer Hub\uff0cJava \u5e94\u7528\u7a0b\u5e8f\u53ef\u4ee5\u66f4\u5feb\u5730\u8fbe\u5230\u5168\u901f\u8fd0\u884c\uff0c\u540c\u65f6\u6700\u5927\u7a0b\u5ea6\u5730\u964d\u4f4e\u5ba2\u6237\u7aef CPU \u8d1f\u8f7d\u3002Optimizer Hub \u63d0\u4f9b\u4e24\u9879\u670d\u52a1\u6765\u89e3\u51b3\u4f20\u7edf\u7684 Java \u9884\u70ed\u95ee\u9898\uff1a\u00a0\u00a0<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>ReadyNow Orchestrator<\/strong><strong>\uff1a<\/strong>\u76d1\u63a7\u6574\u4e2a\u5b9e\u4f8b\u96c6\u7684\u4f7f\u7528\u6a21\u5f0f\uff0c\u4ee5\u6784\u5efa\u4f18\u5316\u914d\u7f6e\u6587\u4ef6\u6765\u9a71\u52a8 JVM \u4e0a\u7684\u7f16\u8bd1\u3002\u65b0\u542f\u52a8\u7684 JVM \u4f1a\u8df3\u8fc7\u6027\u80fd\u5206\u6790\u9636\u6bb5\uff0c\u5728\u521d\u59cb\u5316\u540e\u7acb\u5373\u7f16\u8bd1\u65b9\u6cd5\uff0c\u4ece\u800c\u4f7f\u5927\u90e8\u5206 JIT \u7f16\u8bd1\u5de5\u4f5c\u5728\u5e94\u7528\u7a0b\u5e8f\u521d\u59cb\u5316\u671f\u95f4\u8fdb\u884c\uff0c\u7136\u540e\u518d\u5904\u7406\u6d41\u91cf\u3002\u00a0\u00a0<\/li>\n\n\n\n<li><strong>\u4e91\u539f\u751f\u7f16\u8bd1\u5668\uff1a<\/strong>\u901a\u8fc7\u5c06 JIT \u7f16\u8bd1\u4efb\u52a1\u5378\u8f7d\u5230\u5355\u72ec\u7684\u4e13\u7528 JIT \u96c6\u7fa4\uff0c\u63d0\u4f9b\u670d\u52a1\u5668\u7aef\u4f18\u5316\u3002\u4e91\u539f\u751f\u7f16\u8bd1\u5668\u4f1a\u7f13\u5b58\u4f18\u5316\u7ed3\u679c\uff0c\u907f\u514d\u6570\u767e\u6b21\u91cd\u590d\u76f8\u540c\u7684\u4f18\u5316\u64cd\u4f5c\uff0c\u4ece\u800c\u4f7f\u5ba2\u6237\u7aef\u80fd\u591f\u5c06 100% \u7684 CPU \u8d44\u6e90\u7528\u4e8e\u5904\u7406\u8bf7\u6c42\uff0c\u800c\u65e0\u9700\u4e3a\u521d\u59cb JIT \u7f16\u8bd1\u5cf0\u503c\u9884\u7559\u5bb9\u91cf\u3002\u00a0\u00a0<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-\u8fd0\u884c-optimizer-hub-\u7684-amazon-services\">\u8fd0\u884c Optimizer Hub \u7684 Amazon Services\u00a0\u00a0<\/h2>\n\n\n\n<p>AWS \u4e0a\u4f7f\u7528 Optimizer Hub \u7684\u5b8c\u6574 Java \u7cfb\u7edf\u53ef\u80fd\u5305\u542b\u4ee5\u4e0b\u73af\u5883\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"578\" src=\"https:\/\/azul.imgix.net\/wp-content\/uploads\/Optimizer-Hub-on-Amazon-Services-in-Chinese-1024x578.png?auto=format&crop=faces,entropy&fit=max&q=80&s=f978b7605a7f6ccdb11c044f90363168\" alt=\"\" class=\"wp-image-89031\"\/><\/figure>\n\n\n\n<p>\u5c06 EC2\u3001EKS \u6216 Fargate \u4e0a\u8fd0\u884c\u7684\u5b9e\u4f8b\u4e0a\u7684 Java \u865a\u62df\u673a\uff08Oracle\u3001OpenJDK\u3001Corretto\uff09\u66ff\u6362\u4e3a Zing\u3002\u7136\u540e\uff0cZing \u4e0e\u8ddd\u79bb\u6700\u8fd1\u7684 Optimizer Hub \u5b9e\u4f8b\u8fdb\u884c\u901a\u4fe1\u3002\u6bcf\u4e2a Optimizer Hub \u5b9e\u4f8b\u90fd\u662f\u4e00\u4e2a\u5171\u4eab\u670d\u52a1\uff0c\u53ef\u4ee5\u4e3a\u6570\u5343\u4e2a Java \u5e94\u7528\u7a0b\u5e8f\u63d0\u4f9b\u670d\u52a1\u3002<\/p>\n\n\n\n<p>\u5728\u4e0a\u56fe\u4e2d\uff0c\u60a8\u5c06 EC2\u3001EKS \u6216 Fargate \u4e0a\u8fd0\u884c\u7684\u5b9e\u4f8b\u4e0a\u7684 Java \u865a\u62df\u673a\uff08Oracle\u3001OpenJDK\u3001Corretto\uff09\u66ff\u6362\u4e3a Zing\u3002Zing \u4e0e\u8ddd\u79bb\u6700\u8fd1\u7684 Optimizer Hub \u5b9e\u4f8b\u8fdb\u884c\u901a\u4fe1\u3002\u6bcf\u4e2a Optimizer Hub \u5b9e\u4f8b\u90fd\u662f\u4e00\u4e2a\u5171\u4eab\u670d\u52a1\uff0c\u53ef\u4ee5\u4e3a\u6570\u5343\u4e2a Java \u5e94\u7528\u7a0b\u5e8f\u63d0\u4f9b\u670d\u52a1\u3002&nbsp;&nbsp;&nbsp;\u00a0\u00a0\u00a0<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-\u60a8\u7684\u5e94\u7528\u7a0b\u5e8f\u548c\u5176\u4ed6-java-\u7cfb\u7edf\">\u60a8\u7684\u5e94\u7528\u7a0b\u5e8f\u548c\u5176\u4ed6 Java \u7cfb\u7edf\u00a0\u00a0<\/h3>\n\n\n\n<p>\u9664\u4e86\u60a8\u81ea\u5df1\u7f16\u5199\u7684\u5e94\u7528\u7a0b\u5e8f\u4e4b\u5916\uff0cApache Kafka \u7b49\u7b2c\u4e09\u65b9\u5e94\u7528\u7a0b\u5e8f\u4e5f\u53ef\u4ee5\u4ece Zing \u548c Optimizer Hub \u4e2d\u53d7\u76ca\u3002\u6240\u6709\u8fd9\u4e9b\u90fd\u53ef\u4ee5\u901a\u8fc7\u53ef\u7528\u9009\u9879\uff08\u4f8b\u5982 EC2 \u5b9e\u4f8b\u3001Elastic Container Service (ECS)\u3001Elastic Kubernetes Service (EKS) \u7b49\uff09\u4e4b\u4e00\u90e8\u7f72\u5728 AWS \u4e0a\u3002&nbsp;&nbsp;<\/p>\n\n\n\n<p>\u5176\u4e2d\u8bb8\u591a\u5e94\u7528\u7a0b\u5e8f\u53ef\u4ee5\u5728\u57fa\u4e8e Graviton \u7684\u7cfb\u7edf\u4e0a\u8fd0\u884c\uff0c\u4e0e\u57fa\u4e8e Intel \u7684\u7cfb\u7edf\u76f8\u6bd4\uff0c\u8fd9\u79cd\u7cfb\u7edf\u66f4\u52a0\u7ecf\u6d4e\u9ad8\u6548\u3002&nbsp;&nbsp;<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-eks-\u4e0a\u7684-optimizer-hub\">EKS \u4e0a\u7684 Optimizer Hub\u00a0\u00a0\u00a0<\/h3>\n\n\n\n<p>Optimizer Hub \u53ef\u4ee5\u5728\u4efb\u4f55\u517c\u5bb9 x86 Kubernetes \u7684\u7cfb\u7edf\u4e0a\u8fd0\u884c\uff0c\u56e0\u6b64 AWS EKS \u662f\u90e8\u7f72\u5b83\u7684\u5b8c\u7f8e\u73af\u5883\uff0c\u540c\u65f6\u8003\u8651\u5230\u4ee5\u4e0b\u7cfb\u7edf\u8981\u6c42\uff1a\u00a0\u00a0<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u5b9e\u4f8b\u7c7b\u578b\uff1a<\/strong>\u6309\u9700\u6216\u9884\u7559 EC2 \u5b9e\u4f8b\uff08\u65e0\u7ade\u4ef7\u578b\u5b9e\u4f8b\uff09\u00a0\u00a0\u00a0<\/li>\n\n\n\n<li><strong>\u89c4\u6a21\u8bc4\u5b9a\uff1a<\/strong>\u6bcf\u4e2a\u8282\u70b9\u81f3\u5c11\u6709 8 \u4e2a vCore \u548c 32GB RAM\u00a0\u00a0\u00a0<\/li>\n\n\n\n<li><strong>\u63a8\u8350\u5b9e\u4f8b\uff1a<\/strong>m6 \u6216 m7 \u5b9e\u4f8b\u7cfb\u5217\u00a0\u00a0<\/li>\n<\/ul>\n\n\n\n<p>\u60a8\u53ef\u4ee5\u4f7f\u7528\u73b0\u6709\u7684 Kubernetes \u96c6\u7fa4\uff0c\u4e5f\u53ef\u4ee5\u4f7f\u7528 AWS\u2018eksctl\u2019\u5de5\u5177\u548c\u6240\u63d0\u4f9b\u7684\u914d\u7f6e\u6587\u4ef6\u521b\u5efa\u4e00\u4e2a\u65b0\u96c6\u7fa4\uff0c\u8fd9\u4e9b\u6587\u4ef6\u8bb0\u5f55\u5728 <a href=\"https:\/\/docs.azul.com\/optimizer-hub\/installation\/aws-eks#custer-provisioning\">EKS \u4e0a\u7684\u96c6\u7fa4\u914d\u7f6e<\/a>\u4e2d\uff1a\u00a0<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>eksctl create cluster -f opthub_eks.yaml&nbsp;<\/code><\/pre>\n\n\n\n<p>Azul \u5728<a href=\"https:\/\/docs.azul.com\/optimizer-hub\/installation\/kubernetes#installing-optimizer-hub\">\u5b89\u88c5 Optimizer Hub<\/a> \u4e2d\u63d0\u4f9b\u4e86\u5728\u6b64 EKS \u96c6\u7fa4\u4e0a\u5b89\u88c5\u6240\u6709 Optimizer Hub \u7ec4\u4ef6\u7684\u8be6\u7ec6\u5206\u6b65\u8bf4\u660e\u3002\u63a5\u4e0b\u6765\uff0c\u5982\u679c\u8981\u4fee\u6539\u4e00\u4e9b\u914d\u7f6e\u6587\u4ef6\uff0c\u53ea\u9700\u8981\u6267\u884c\u51e0\u6761\u547d\u4ee4\uff1a\u00a0\u00a0<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>helm repo add opthub-helm <a href=\"https:\/\/azulsystems.github.io\/opthub-helm-charts\/\" target=\"_blank\" rel=\"noreferrer noopener\">https:\/\/azulsystems.github.io\/opthub-helm-charts\/<\/a>&nbsp;&nbsp;\nhelm repo update&nbsp;&nbsp;\nkubectl create namespace my-opthub&nbsp;&nbsp;\nhelm install opthub opthub-helm\/azul-opthub \\&nbsp;&nbsp;\n&nbsp; -n my-opthub \\&nbsp;&nbsp;\n&nbsp; -f values-override.yaml&nbsp;&nbsp;<\/code><\/pre>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-\u5c06\u5e94\u7528\u7a0b\u5e8f\u8fde\u63a5\u5230-optimizer-hub\">\u5c06\u5e94\u7528\u7a0b\u5e8f\u8fde\u63a5\u5230 Optimizer Hub\u00a0\u00a0<\/h2>\n\n\n\n<p>\u4e00\u65e6 Optimizer Hub \u5b9e\u4f8b\u5728\u60a8\u7684\u73af\u5883\u4e2d\u53ef\u7528\uff0c\u60a8\u5c31\u53ef\u4ee5\u6307\u793a\u4efb\u4f55 Java \u5e94\u7528\u7a0b\u5e8f\u8fde\u63a5\u5230\u5b83\u4ee5\u5b58\u50a8\u6216\u83b7\u53d6 ReadyNow \u914d\u7f6e\u6587\u4ef6\uff0c\u5e76\u5378\u8f7d\u5176\u7f16\u8bd1\uff1a\u00a0\u00a0<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>java -XX:OptHubHost=&lt;host&gt;&#91;:&lt;port&gt;] &lt;other-options&gt; -jar yourapp.jar&nbsp;&nbsp;<\/code><\/pre>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-java-\u9884\u70ed\u6539\u8fdb\u7ed3\u679c\">Java \u9884\u70ed\u6539\u8fdb\u7ed3\u679c\u00a0\u00a0<\/h2>\n\n\n\n<p>\u6839\u636e Zing \u63d0\u4f9b\u7684\u6269\u5c55\u5783\u573e\u6536\u96c6\u5668\u65e5\u5fd7\uff0c\u6211\u4eec\u53ef\u4ee5\u6df1\u5165\u4e86\u89e3\u5728\u4e0d\u4f7f\u7528\u6216\u4f7f\u7528\u4e91\u539f\u751f\u7f16\u8bd1\u5668\u7684\u60c5\u51b5\u4e0b\u8fd0\u884c\u7684\u793a\u4f8b\u5e94\u7528\u7a0b\u5e8f\u7684\u884c\u4e3a\u3002\u4e0b\u56fe\u4e3a&nbsp;<a href=\"https:\/\/docs.azul.com\/gc-log-analyzer\/\">GC Log Analyzer<\/a> \u7684\u5c4f\u5e55\u622a\u56fe\uff0c\u8fd9\u662f Azul \u5f00\u53d1\u7684\u4e00\u6b3e\u5de5\u5177\uff0c\u7528\u4e8e\u53ef\u89c6\u5316\u5783\u573e\u6536\u96c6\u5668\u65e5\u5fd7\u6587\u4ef6\u548c ReadyNow \u914d\u7f6e\u6587\u4ef6\u4e2d\u7684\u6570\u636e\u3002Zing \u751f\u6210\u7684 GC \u65e5\u5fd7\u6587\u4ef6\u9664\u4e86\u6709\u5173\u5783\u573e\u6536\u96c6\u5668\u7684\u4fe1\u606f\u4e4b\u5916\uff0c\u8fd8\u5305\u542b\u6709\u5173\u7f16\u8bd1\u548c\u8fd0\u884c\u65f6\u5176\u4ed6\u884c\u4e3a\u7684\u66f4\u591a\u4fe1\u606f\u3002&nbsp;&nbsp;<\/p>\n\n\n\n<p>\u8be5\u5e94\u7528\u7a0b\u5e8f\u662f\u8fd0\u884c\u5728 Kubernetes \u4e0a\u7684 8 vCore \u5bb9\u5668\u4e2d\u7684\u7535\u5b50\u5546\u52a1\u5e94\u7528\u7a0b\u5e8f\u3002\u5c31\u7eea\u68c0\u67e5\u914d\u7f6e\u4e3a\u5728\u8fd0\u884c\u540e 90 \u79d2\u5f00\u59cb\uff0c\u4ee5\u4fbf\u5728\u6d41\u91cf\u5f00\u59cb\u4e4b\u524d\u6709\u65f6\u95f4\u521d\u59cb\u5316\u5e94\u7528\u7a0b\u5e8f\u5e76\u9884\u70ed\u5c3d\u53ef\u80fd\u591a\u7684\u91cd\u8981 Java \u4ee3\u7801\u3002\u6211\u4eec\u7684\u76ee\u6807\u662f\uff1a&nbsp;&nbsp;\u00a0\u00a0<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u901a\u8fc7\u63d0\u524d\u5b8c\u6210 JIT \u4f18\u5316\u6765\u51cf\u5c11\u5c31\u7eea\u7b49\u5f85\u65f6\u95f4\u00a0\u00a0<\/li>\n\n\n\n<li>\u51cf\u5c11\u5ba2\u6237\u7aef\u5728 SLA \u5185\u63d0\u4f9b\u6d41\u91cf\u670d\u52a1\u6240\u9700\u7684 vCore \u6570\u91cf\u00a0\u00a0<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-\u7f16\u8bd1\u5668\u961f\u5217\">\u7f16\u8bd1\u5668\u961f\u5217\u00a0\u00a0<\/h2>\n\n\n\n<p>\u7f16\u8bd1\u5668\u961f\u5217\u56fe\u663e\u793a JVM \u5fc5\u987b\u5904\u7406\u591a\u5c11\u5de5\u4f5c\u624d\u80fd\u6839\u636e\u4ee3\u7801\u7684\u4f7f\u7528\u65b9\u5f0f\u5c06 Java \u5b57\u8282\u7801\u7f16\u8bd1\u4e3a\u5176\u8fd0\u884c\u7cfb\u7edf\u7684\u6700\u4f73\u672c\u673a\u4ee3\u7801\u3002&nbsp;&nbsp;&nbsp;<\/p>\n\n\n\n<p>\u5728\u7b2c\u4e00\u4e2a\u56fe\u8868\u4e2d\uff0c\u52a0\u8f7d\u8fd0\u884c\u65f6\u5927\u7ea6\u9700\u8981 20 \u79d2\uff0c\u7136\u540e\u5f00\u59cb\u7f16\u8bd1\u5e94\u7528\u7a0b\u5e8f\u4ee3\u7801 [\u56fe 1]\u3002\u5728\u6d41\u91cf\u5f00\u59cb\u4e4b\u524d\uff0c\u7f16\u8bd1\u91cf\u7684\u77ac\u65f6\u6fc0\u589e\u662f ReadyNow \u7684\u4f18\u52bf\u4e4b\u4e00\u3002\u901a\u5e38\uff0cOpenJDK \u4ec5\u5728\u6d41\u91cf\u5f00\u59cb\u540e\u624d\u5f00\u59cb\u7f16\u8bd1\u3002\u53e6\u4e00\u65b9\u9762\uff0cReadyNow \u53ef\u4ee5\u5728\u6d41\u91cf\u5f00\u59cb\u4e4b\u524d\u5c06\u8bb8\u591a\u7f16\u8bd1\u9884\u5148\u52a0\u8f7d\u5230\u8fd0\u884c\u5f00\u59cb\u65f6\u3002\u603b\u662f\u6709\u4e00\u5c0f\u90e8\u5206\u7f16\u8bd1\u5728\u6d41\u91cf\u5f00\u59cb\u4e4b\u524d\u65e0\u6cd5\u521d\u59cb\u5316\uff0c\u56e0\u4e3a\u5b83\u4eec\u4f9d\u8d56\u4e8e\u4ec5\u5728\u6d41\u91cf\u5f00\u59cb\u540e\u624d\u5b58\u5728\u7684\u72b6\u6001\u3002\u56e0\u6b64\uff0c\u5f53\u6d41\u91cf\u5f00\u59cb\u65f6\uff0c\u60a8\u4f1a\u5728 100 \u79d2\u5904\u770b\u5230\u7f16\u8bd1\u961f\u5217\u4e2d\u518d\u6b21\u51fa\u73b0\u6d41\u91cf\u6fc0\u589e\u3002\u603b\u7684\u6765\u8bf4\uff0c\u5927\u7ea6\u9700\u8981 8 \u5206\u949f\u624d\u80fd\u8fbe\u5230\u6240\u6709\u5b57\u8282\u7801\u90fd\u5df2\u91cd\u65b0\u7f16\u8bd1\u7684\u7a33\u5b9a\u70b9\u3002&nbsp;&nbsp;<\/p>\n\n\n\n<p>\u7b2c\u4e8c\u4e2a\u56fe\u8868\u663e\u793a\u4e86\u4f7f\u7528 Optimizer Hub \u8fd0\u884c\u7684\u540c\u4e00\u5e94\u7528\u7a0b\u5e8f [\u56fe 2]\u3002\u521d\u59cb\u7684\u6d41\u91cf\u524d\u7f16\u8bd1\u961f\u5217\u5728\u7ea6 35 \u79d2\u5185\u88ab\u5b8c\u5168\u6e05\u9664\u3002\u5f53\u6d41\u91cf\u5f00\u59cb\u65f6\uff0c\u8fd9\u4e9b\u5173\u952e\u65b9\u6cd5\u4e0d\u4f1a\u88ab\u653e\u7f6e\u5728\u957f\u961f\u5217\u7684\u672b\u5c3e\u3002\u76f8\u53cd\uff0c\u5b83\u4eec\u4f1a\u88ab\u7acb\u5373\u6e05\u9664\uff0c\u4ece\u800c\u4f7f\u5e94\u7528\u7a0b\u5e8f\u51e0\u4e4e\u7acb\u5373\u8fbe\u5230\u5168\u901f\u3002\u8fd9\u662f\u7531\u4e24\u4e2a\u56e0\u7d20\u5bfc\u81f4\u7684\uff1a&nbsp;&nbsp;<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Optimizer Hub \u53ef\u4ee5\u5c06\u6bd4\u672c\u5730\u8ba1\u7b97\u673a\u4e0a\u53ef\u7528\u7684\u7ebf\u7a0b\u66f4\u591a\u7684\u7ebf\u7a0b\u7528\u4e8e JIT \u7f16\u8bd1\u00a0\u00a0<\/li>\n\n\n\n<li>Optimizer Hub \u53ef\u4ee5\u4ece\u5176\u7f13\u5b58\u4e2d\u63d0\u4f9b\u7ed3\u679c\uff0c\u800c\u4e0d\u662f\u91cd\u65b0\u7f16\u8bd1\u6bcf\u4e2a\u65b9\u6cd5\u00a0\u00a0<\/li>\n<\/ul>\n\n\n\n<p>\u7ed3\u679c\u610f\u5473\u7740\u6211\u4eec\u53ef\u4ee5\u66f4\u6539\u5c31\u7eea\u68c0\u67e5\uff0c\u4ee5\u4fbf\u5728 60 \u79d2\u6807\u8bb0\u5904\u63d0\u524d 30 \u79d2\u5141\u8bb8\u6d41\u91cf\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"519\" height=\"281\" src=\"https:\/\/azul.imgix.net\/wp-content\/uploads\/Compiler-Statistics-Compiler-Threads-CN-1.png?auto=format&crop=faces,entropy&fit=max&q=80&s=30457bc6483533c8aa3437dfb81e06d3\" alt=\"\" class=\"wp-image-89070\" style=\"width:840px;height:auto\"\/><\/figure>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><thead><tr><th><strong>\u4e0d\u4f7f\u7528\u4e91\u539f\u751f\u7f16\u8bd1\u5668<\/strong><\/th><th><strong>\u4f7f\u7528\u4e91\u539f\u751f\u7f16\u8bd1\u5668<\/strong><\/th><\/tr><\/thead><tbody><tr><td><img decoding=\"async\" src=\"https:\/\/azul.imgix.net\/wp-content\/uploads\/Compiler-Statistics-Compiler-Queue-CN.png?auto=format&crop=faces,entropy&fit=max&q=80&s=45751eb93737335fbf0ccb372d85b49e\" alt=\"\"><br>\u56fe 1<br><a href=\"https:\/\/www.azul.com\/wp-content\/uploads\/2025-09-30-1-1024x547.jpg\">\u70b9\u51fb\u67e5\u770b\u5927\u56fe<\/a><\/td><td><img decoding=\"async\" src=\"https:\/\/azul.imgix.net\/wp-content\/uploads\/Comiler-Statistics-Compiler-Queue-Reduction-CN.png?auto=format&crop=faces,entropy&fit=max&q=80&s=f34eb05134746e72b90c4b73ed3033f3\" alt=\"\"><br>\u56fe 2<br><a href=\"https:\/\/www.azul.com\/wp-content\/uploads\/2025-09-30-2-1024x547.jpg\">\u70b9\u51fb\u67e5\u770b\u5927\u56fe<\/a><\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-\u7f16\u8bd1\u5668\u7ebf\u7a0b\">\u7f16\u8bd1\u5668\u7ebf\u7a0b\u00a0\u00a0<\/h2>\n\n\n\n<p>\u5f53\u4f7f\u7528\u672c\u5730 JIT \u7f16\u8bd1\u8fd0\u884c\u65f6\uff0c\u5e94\u7528\u7a0b\u5e8f\u88ab\u914d\u7f6e\u4e3a\u5728\u9884\u70ed\u671f\u95f4\u5411 JIT \u7f16\u8bd1\u5668\u63d0\u4f9b\u6700\u5927\u7ebf\u7a0b\u6570\uff0c\u4ee5\u4fbf\u5728\u6d41\u91cf\u5f00\u59cb\u4e4b\u524d\u5b8c\u6210\u5c3d\u53ef\u80fd\u591a\u7684\u7f16\u8bd1\u3002\u4e00\u65e6\u6d41\u91cf\u5f00\u59cb\uff0c\u5141\u8bb8\u7684 JIT \u7ebf\u7a0b\u6570\u91cf\u5c31\u4f1a\u51cf\u5c11\u5230\u4e24\u4e2a\uff0c\u4ee5\u786e\u4fdd\u5927\u90e8\u5206 CPU \u90fd\u5728\u5904\u7406\u6d41\u91cf\u3002&nbsp;&nbsp;<\/p>\n\n\n\n<p>\u5728\u7b2c\u4e00\u4e2a\u56fe\u8868\u4e2d\uff0c\u5141\u8bb8\u7684 JIT \u7ebf\u7a0b\u6570\u91cf\u59cb\u7ec8\u5904\u4e8e\u6700\u5927\u72b6\u6001\uff0c\u76f4\u5230\u7f16\u8bd1\u961f\u5217\u88ab\u6e05\u9664 [\u56fe 3]\u3002<\/p>\n\n\n\n<p>\u5728\u4f7f\u7528 Optimizer Hub \u548c\u4e91\u539f\u751f\u7f16\u8bd1\u5668\u7684\u7b2c\u4e8c\u5f20\u56fe\u4e2d\uff0c\u6839\u672c\u6ca1\u6709\u53d1\u751f\u5ba2\u6237\u7aef\u7b2c 2 \u5c42 JIT \u7f16\u8bd1 [\u56fe 4]\u3002<\/p>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><thead><tr><th><strong>\u4e0d\u4f7f\u7528\u4e91\u539f\u751f\u7f16\u8bd1\u5668<\/strong><\/th><th><strong>\u4f7f\u7528\u4e91\u539f\u751f\u7f16\u8bd1\u5668<\/strong><\/th><\/tr><\/thead><tbody><tr><td><img decoding=\"async\" src=\"https:\/\/azul.imgix.net\/wp-content\/uploads\/Compiler-Statistics-Compiler-Threads-CN-1.png?auto=format&crop=faces,entropy&fit=max&q=80&s=30457bc6483533c8aa3437dfb81e06d3\" alt=\"\"><br>\u56fe 3<br><a href=\"https:\/\/www.azul.com\/wp-content\/uploads\/2025-09-30-3-1024x547.jpg\">\u70b9\u51fb\u67e5\u770b\u5927\u56fe<\/a><\/td><td><img decoding=\"async\" src=\"https:\/\/azul.imgix.net\/wp-content\/uploads\/Compiler-Statistics-Compiler-Threads-After-CN.png?auto=format&crop=faces,entropy&fit=max&q=80&s=4dafe748c14b34c1aecab35d03ee1b74\" alt=\"\"><br>\u56fe 4<br><a href=\"https:\/\/www.azul.com\/wp-content\/uploads\/2025-09-30-4-1024x547.jpg\">\u70b9\u51fb\u67e5\u770b\u5927\u56fe<\/a><\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-cpu-\u4f7f\u7528\u767e\u5206\u6bd4\">CPU \u4f7f\u7528\u767e\u5206\u6bd4\u00a0\u00a0<\/h2>\n\n\n\n<p>\u901a\u8fc7 CPU \u4f7f\u7528\u767e\u5206\u6bd4\u56fe\u8868\uff0c\u6211\u4eec\u53ef\u4ee5\u6df1\u5165\u4e86\u89e3\u53ef\u7528 vCPU \u7684\u4f7f\u7528\u60c5\u51b5\u3002\u6b64\u5904\u7684\u91cd\u8981\u53d8\u5316\u662f\uff0c\u5728\u6211\u4eec\u7684 Optimizer Hub \u8fd0\u884c\u4e2d\uff0c\u56e2\u961f\u5c06 vCore \u8bf7\u6c42\u4ece 8 \u4e2a\u51cf\u5c11\u5230 5 \u4e2a\u3002\u56e0\u6b64\uff0c\u5728\u6b64\u5904\u7684 CPU \u767e\u5206\u6bd4\u56fe\u8868\u4e2d\uff0cOptimizer Hub \u8fd0\u884c\u65f6\u7684 CPU \u6d88\u8017\u5df2\u7ecf\u51cf\u5c11\u4e86 37.5%\u3002&nbsp;&nbsp;&nbsp;<\/p>\n\n\n\n<p>\u7b2c\u4e00\u4e2a\u56fe\u8868\u663e\u793a\u4e86\u4e00\u81f4\u7684\u9ad8 CPU\uff08\u8d85\u8fc7\u5206\u914d\u7684 8 \u4e2a vCore \u7684 50%\uff09\u4e00\u76f4\u6301\u7eed\u5230\u7f16\u8bd1\u961f\u5217\u88ab\u6e05\u9664 [\u56fe 5]\u3002\u7136\u540e\uff0cCPU \u5229\u7528\u7387\u7a33\u5b9a\u5728 30% \u5de6\u53f3\uff0c\u8fd9\u610f\u5473\u7740 JIT \u7f16\u8bd1\u5b8c\u6210\u540e\uff0c70% \u7684\u5bb9\u91cf\u88ab\u6d6a\u8d39\u3002&nbsp;&nbsp;<\/p>\n\n\n\n<p>\u7b2c\u4e8c\u4e2a\u56fe\u8868\u663e\u793a\u4e86\u4ece\u5ba2\u6237\u7aef\u79fb\u9664\u7f16\u8bd1\u6d3b\u52a8\u65f6\u4f1a\u53d1\u751f\u4ec0\u4e48\u60c5\u51b5 [\u56fe 6]\u3002\u5f53 JVM \u6839\u672c\u6ca1\u6709\u4f18\u5316\u4ee3\u7801\u65f6\uff0cCPU \u5229\u7528\u7387\u4ecd\u7136\u4f1a\u51fa\u73b0\u77ed\u6682\u7684\u6fc0\u589e\uff0c\u4f46 CPU \u968f\u540e\u4f1a\u7acb\u5373\u7a33\u5b9a\u5728\u6240\u5206\u914d\u7684 5 \u4e2a vCore \u7684 55% \u5de6\u53f3\u3002\u8be5\u8ba1\u7b97\u673a\u80fd\u591f\u5904\u7406\u6240\u6709\u8bf7\u6c42\uff0c\u4fdd\u6301\u5728\u5176\u54cd\u5e94\u65f6\u95f4 SLA \u548c CPU \u5229\u7528\u7387\u81ea\u52a8\u7f29\u653e\u9650\u5236\u4e4b\u5185\uff0c\u540c\u65f6\u51cf\u5c11 3 \u4e2a vCore\u3002<\/p>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><thead><tr><th><strong>\u4f7f\u7528\u4e91\u539f\u751f\u7f16\u8bd1\u5668<\/strong><\/th><th><strong>\u4e0d\u4f7f\u7528\u4e91\u539f\u751f\u7f16\u8bd1\u5668<\/strong><\/th><\/tr><\/thead><tbody><tr><td><img decoding=\"async\" src=\"https:\/\/www.azul.com\/wp-content\/uploads\/2025-09-30-5-1024x547.jpg\" alt=\"CHART: There is consistent high CPU usage until the compilation queue is cleared. 70% of the capacity is wasted once JIT compilation finishes.\"><br>\u56fe 5<br><a href=\"https:\/\/www.azul.com\/wp-content\/uploads\/2025-09-30-5-1024x547.jpg\">\u70b9\u51fb\u67e5\u770b\u5927\u56fe<\/a><\/td><td><img decoding=\"async\" src=\"https:\/\/www.azul.com\/wp-content\/uploads\/2025-09-30-6-1024x547.jpg\" alt=\"CHART: The CPU settles immediately at around 55% of the 5 vCores allotted. The machine handles all the requests, staying within its response time SLAs and within its CPU utilization autoscaling limits, with 3 fewer vCores.\"><br>\u56fe 6<br><a href=\"https:\/\/www.azul.com\/wp-content\/uploads\/2025-09-30-6-1024x547.jpg\">\u70b9\u51fb\u67e5\u770b\u5927\u56fe<\/a><\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-\u6848\u4f8b\u7814\u7a76-\u5b9e\u9645\u5f71\u54cd\">\u6848\u4f8b\u7814\u7a76\uff1a\u5b9e\u9645\u5f71\u54cd\u00a0\u00a0<\/h2>\n\n\n\n<p>\u67d0\u5927\u578b\u5728\u7ebf\u96f6\u552e\u5546\u5728\u5e94\u5bf9\u6fc0\u8fdb\u7684\u6269\u5c55\u9700\u6c42\uff08\u5cf0\u503c\u4e8b\u4ef6\u671f\u95f4\u6700\u9ad8\u9700\u6269\u5c55\u81f3\u7a33\u5b9a\u72b6\u6001\u7684 20 \u500d\uff09\u65f6\uff0c\u9762\u4e34\u4e91\u6210\u672c\u4e0e\u5ba2\u6237\u6ee1\u610f\u5ea6\u4e4b\u95f4\u7684\u8270\u96be\u6743\u8861\u3002\u4ed6\u4eec\u7684\u6311\u6218\uff1a\u6bcf\u5f53\u65b0\u8282\u70b9\u52a0\u5165\u8f6e\u6362\u65f6\uff0cJVM \u9884\u70ed\u5ef6\u8fdf\u5c31\u4f1a\u5bfc\u81f4\u4e8b\u52a1\u5904\u7406\u901f\u5ea6\u51cf\u6162\u5e76\u4e22\u5931\u8bf7\u6c42\u3002&nbsp;&nbsp;&nbsp;<\/p>\n\n\n\n<p>\u5b9e\u65bd Optimizer Hub \u540e\u7684\u7ed3\u679c\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u65b0\u7684 JVM \u5df2\u7ecf\u901a\u8fc7\u5171\u4eab\u7f16\u8bd1\u8fdb\u884c\u4e86\u9884\u70ed\uff0c\u8fdb\u5165\u4e86\u8f6e\u6362\u9636\u6bb5\u00a0\u00a0<\/li>\n\n\n\n<li>JIT \u7f16\u8bd1\u88ab\u6574\u5408\u5230\u4f18\u5316\u7684\u4e13\u7528\u673a\u5668\u4e0a\u00a0\u00a0<\/li>\n\n\n\n<li>\u4e1a\u52a1\u8282\u70b9\u7684\u5927\u5c0f\u9002\u5408\u7a33\u6001\u5de5\u4f5c\u8d1f\u8f7d\u00a0\u00a0<\/li>\n\n\n\n<li>\u9519\u8bef\u7387\u548c\u8d2d\u7269\u8f66\u653e\u5f03\u7387\u5927\u5e45\u964d\u4f4e\u00a0\u00a0<\/li>\n\n\n\n<li>\u88ab\u8ba4\u4e3a\u662f\u201c\u56e2\u961f\u5168\u5e74\u505a\u51fa\u7684\u6700\u5177\u5f71\u54cd\u529b\u7684\u6539\u53d8\u201d\u00a0\u00a0<\/li>\n<\/ul>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"673\" src=\"https:\/\/azul.imgix.net\/wp-content\/uploads\/CPU-Usage-Over-Time-Chinese-1024x673.png?auto=format&crop=faces,entropy&fit=max&q=80&s=6b8894a128836efbdb51b3968b2b8dcd\" alt=\"\" class=\"wp-image-89043\"\/><\/figure>\n\n\n\n<p>\u6b64\u540e\uff0c\u8be5\u89e3\u51b3\u65b9\u6848\u5df2\u6269\u5c55\u5230\u4f9b\u5e94\u94fe\u3001\u4f9b\u5e94\u5546\u7ba1\u7406\u548c\u4ed3\u50a8\u7cfb\u7edf\uff0c\u5e76\u5b9e\u73b0\u4e86\u7c7b\u4f3c\u7684\u6210\u672c\u964d\u4f4e\u3002\u00a0\u00a0<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-\u5bf9\u9519\u8bef\u7684\u5f71\u54cd\">\u5bf9\u9519\u8bef\u7684\u5f71\u54cd\u00a0\u00a0<\/h2>\n\n\n\n<p>\u4e0b\u56fe\u663e\u793a\u4e86\u8be5\u89e3\u51b3\u65b9\u6848\u5bf9\u5176\u6700\u5173\u952e\u4e1a\u52a1\u5e94\u7528\u7a0b\u5e8f\u7684\u5ba2\u6237\u6ee1\u610f\u5ea6\u6307\u6807\uff08\u9519\u8bef\/\u653e\u5f03\u7387\u51cf\u5c11\uff09\u7684\u5f71\u54cd\u3002\u6b63\u5982\u60a8\u6240\u770b\u5230\u7684\uff0c\u8fd9\u4e9b\u9519\u8bef\u7684\u6570\u91cf\u5927\u5927\u51cf\u5c11\u4e86\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"480\" height=\"194\" src=\"https:\/\/azul.imgix.net\/wp-content\/uploads\/Business-Critical-Errors-with-OptHub-CN.png?auto=format&crop=faces,entropy&fit=max&q=80&s=64ca4e2865b2c16c1649081dce4d19c4\" alt=\"\" class=\"wp-image-89037\"\/><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-\u7ed3\u8bed\">\u7ed3\u8bed<\/h2>\n\n\n\n<p>\u5728 AWS \u4e0a\u8fd0\u884c\u7684 Java \u5e94\u7528\u7a0b\u5e8f\u9762\u4e34\u7740\u6839\u672c\u6027\u7684\u6311\u6218\uff1a\u5728\u6269\u5c55\u4e8b\u4ef6\u548c\u6d41\u91cf\u9ad8\u5cf0\u671f\u95f4\uff0c\u5b83\u4eec\u6070\u6070\u5728\u60a8\u6700\u9700\u8981\u7684\u65f6\u5019\u8868\u73b0\u6700\u5dee\u3002\u4f20\u7edf\u7684 JVM \u9884\u70ed\u4f1a\u5f62\u6210\u201c\u5b8c\u7f8e\u98ce\u66b4\u201d\uff1a\u5176\u4e2d\u65b0\u5b9e\u4f8b\u4f1a\u6d88\u8017 CPU \u5468\u671f\u8fdb\u884c\u7f16\u8bd1\uff0c\u540c\u65f6\u5c1d\u8bd5\u5904\u7406\u4f20\u5165\u8bf7\u6c42\u3002\u8fd9\u4f1a\u5bfc\u81f4\u6027\u80fd\u4e0b\u964d\u3001\u9519\u8bef\u7387\u589e\u52a0\u4ee5\u53ca\u6f5c\u5728\u7684\u7cdf\u7cd5\u7528\u6237\u4f53\u9a8c\u3002<\/p>\n\n\n\n<p>Azul Optimizer Hub \u901a\u8fc7\u5c06\u7f16\u8bd1\u4e0e\u6267\u884c\u5206\u79bb\u6765\u89e3\u51b3\u8fd9\u4e00\u6311\u6218\u3002\u901a\u8fc7 ReadyNow Orchestrator \u7684\u5171\u4eab\u4f18\u5316\u914d\u7f6e\u6587\u4ef6\u548c\u4e91\u539f\u751f\u7f16\u8bd1\u5668\u7684\u4e13\u7528 JIT \u96c6\u7fa4\uff0c\u60a8\u7684 Java \u5e94\u7528\u7a0b\u5e8f\u4ece\u9700\u8981\u5f00\u59cb\u63d0\u4f9b\u6d41\u91cf\u7684\u90a3\u4e00\u523b\u8d77\u5c31\u53ef\u4ee5\u201c\u505a\u597d\u751f\u4ea7\u51c6\u5907\u201d\u3002&nbsp;&nbsp;<\/p>\n\n\n\n<p>\u5982\u9700\u8fdb\u4e00\u6b65\u4e86\u89e3\uff0c\u8bf7\u8054\u7cfb Frank \u6216 John\uff1a\u00a0\u00a0<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><a href=\"https:\/\/www.linkedin.com\/in\/frankdelporte\">https:\/\/www.linkedin.com\/in\/frankdelporte<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/www.linkedin.com\/in\/john-ceccarelli-95b7041\">https:\/\/www.linkedin.com\/in\/john-ceccarelli-95b7041<\/a><\/li>\n<\/ul>\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 c-cta-band--color-1 o-component o-component--color-light o-component--mt-xl o-component--mb-lg o-component--pt-default o-component--pb-default\"\n\n            id=\"block_8897bb733c75ad863168b3a2f53a7fe6\"\n    \n    >\n    \n    <div class=\"o-component__wrap\">\n                    <div class=\"o-container\">\n        \n<div class=\"c-cta-band__wrap c-cta-band__wrap--shadow c-cta-band__wrap--bg-white\" id=\"c-cta-band__wrap--block_8897bb733c75ad863168b3a2f53a7fe6\">\n            \n    <span class=\"o-picture o-picture--background o-picture--cover o-picture--no-radius\">\n\n<picture>\n                        \n            \n            <source\n                media=\"(max-width: 425px)\"\n                srcset=\"https:\/\/azul.imgix.net\/wp-content\/uploads\/Teal-CTA-Band.jpg?auto=format&#038;crop=faces,entropy&#038;fit=max&#038;q=80&#038;w=362&#038;s=1152b3ee14b096ed4b1d3769b93f3f56 1x, https:\/\/azul.imgix.net\/wp-content\/uploads\/Teal-CTA-Band.jpg?auto=format&#038;crop=faces,entropy&#038;fit=max&#038;q=80&#038;w=724&#038;s=bb8439ddf7f3ce578c8b206acb5ad323 2x\"\n            >\n                    \n            \n            <source\n                media=\"(max-width: 767px)\"\n                srcset=\"https:\/\/azul.imgix.net\/wp-content\/uploads\/Teal-CTA-Band.jpg?auto=format&#038;crop=faces,entropy&#038;fit=max&#038;q=80&#038;w=704&#038;s=a135e13b7488a6cc40bb2890fb197d47 1x, https:\/\/azul.imgix.net\/wp-content\/uploads\/Teal-CTA-Band.jpg?auto=format&#038;crop=faces,entropy&#038;fit=max&#038;q=80&#038;w=1408&#038;s=02af5d26a70181f15b7d61afe0a6be73 2x\"\n            >\n                    \n            \n            <source\n                media=\"(max-width: 1023px)\"\n                srcset=\"https:\/\/azul.imgix.net\/wp-content\/uploads\/Teal-CTA-Band.jpg?auto=format&#038;crop=faces,entropy&#038;fit=max&#038;q=80&#038;w=960&#038;s=4b794a2b8a02b05bb8a2d03a71232564 1x, https:\/\/azul.imgix.net\/wp-content\/uploads\/Teal-CTA-Band.jpg?auto=format&#038;crop=faces,entropy&#038;fit=max&#038;q=80&#038;w=1920&#038;s=7bcfb4abe29b7e5304662134fc031a6f 2x\"\n            >\n                    \n            \n            <source\n                media=\"(max-width: 1440px)\"\n                srcset=\"https:\/\/azul.imgix.net\/wp-content\/uploads\/Teal-CTA-Band.jpg?auto=format&#038;crop=faces,entropy&#038;fit=max&#038;q=80&#038;w=1120&#038;s=51ecea875cb065f8be8d45f71c13be7c 1x, https:\/\/azul.imgix.net\/wp-content\/uploads\/Teal-CTA-Band.jpg?auto=format&#038;crop=faces,entropy&#038;fit=max&#038;q=80&#038;w=2240&#038;s=94780b06caa00250a4cb2f7fa3ee7382 2x\"\n            >\n            \n    <img alt=\"Teal CTA Band\" class=\"o-picture__image\" height=\"228\" loading=\"lazy\" onerror=\"this.onerror=null;this.srcset=&quot;https:\/\/www.azul.com\/wp-content\/uploads\/Teal-CTA-Band.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()\" 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