{"id":10006546,"date":"2022-09-20T13:40:40","date_gmt":"2022-09-20T05:40:40","guid":{"rendered":"https:\/\/ityet.com\/?p=10006546"},"modified":"2022-09-20T13:40:40","modified_gmt":"2022-09-20T05:40:40","slug":"spring-boot-reactor-%e6%95%b4%e5%90%88-resilience4j","status":"publish","type":"post","link":"https:\/\/itmax.cn\/?p=10006546","title":{"rendered":"Spring Boot Reactor \u6574\u5408 Resilience4j"},"content":{"rendered":"<p>Reactor \u6574\u5408 Resilence4j<\/p>\n<h2>1 \u5f15\u5165 pom \u5305<\/h2>\n<pre><code class=\"xml\">&lt;dependency&gt;\n    &lt;groupId&gt;io.github.resilience4j&lt;\/groupId&gt;\n    &lt;artifactId&gt;resilience4j-all&lt;\/artifactId&gt;\n&lt;\/dependency&gt;\n&lt;dependency&gt;\n    &lt;groupId&gt;io.github.resilience4j&lt;\/groupId&gt;\n    &lt;artifactId&gt;resilience4j-spring-boot2&lt;\/artifactId&gt;\n&lt;\/dependency&gt;<\/code><\/pre>\n<h2>2 \u914d\u7f6e\u8bf4\u660e<\/h2>\n<h3>2.1 \u9650\u6d41 ratelimiter<\/h3>\n<p>\u4e24\u4e2a\u9650\u6d41\u914d\u7f6e\uff1abackendA 1s \u4e2d\u6700\u591a\u5141\u8bb8 10 \u6b21\u8bf7\u6c42\uff1b<\/p>\n<p>backendB \u6bcf 500ms \u6700\u591a\u5141\u8bb8 6 \u6b21\u8bf7\u6c42\u3002<\/p>\n<pre><code>resilience4j.ratelimiter:\n  instances:\n    backendA:\n      limitForPeriod: 10\n      limitRefreshPeriod: 1s\n      timeoutDuration: 10ms\n      registerHealthIndicator: true\n      eventConsumerBufferSize: 100\n    backendB:\n      limitForPeriod: 6\n      limitRefreshPeriod: 500ms\n      timeoutDuration: 3s<\/code><\/pre>\n<table>\n<thead>\n<tr>\n<th align=\"left\">\u914d\u7f6e\u5c5e\u6027<\/th>\n<th align=\"left\">\u9ed8\u8ba4\u503c<\/th>\n<th align=\"left\">\u63cf\u8ff0<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td align=\"left\">timeoutDuration<\/td>\n<td align=\"left\">5\u3010s\u3011<\/td>\n<td align=\"left\">\u4e00\u4e2a\u7ebf\u7a0b\u7b49\u5f85\u8bb8\u53ef\u7684\u9ed8\u8ba4\u7b49\u5f85\u65f6\u95f4<\/td>\n<\/tr>\n<tr>\n<td align=\"left\">limitRefreshPeriod<\/td>\n<td align=\"left\">500\u3010ns\u3011<\/td>\n<td align=\"left\">\u9650\u5236\u5237\u65b0\u7684\u5468\u671f\u3002\u5728\u6bcf\u4e2a\u5468\u671f\u4e4b\u540e\uff0c\u901f\u7387\u9650\u5236\u5668\u5c06\u5176\u6743\u9650\u8ba1\u6570\u8bbe\u7f6e\u56de limitForPeriod \u503c<\/td>\n<\/tr>\n<tr>\n<td align=\"left\">limitForPeriod<\/td>\n<td align=\"left\">50<\/td>\n<td align=\"left\">\u4e00\u4e2a limitRefreshPeriod \uff08\u5468\u671f\uff09\u5141\u8bb8\u8bbf\u95ee\u7684\u6570\u91cf\uff08\u8bb8\u53ef\u6570\u91cf\uff09<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h3>2.2 \u91cd\u8bd5 retry<\/h3>\n<p>\u6ce8\u610f\u6307\u5b9a\u9700\u8981\u91cd\u8bd5\u7684\u5f02\u5e38\uff0c\u4e0d\u662f\u6240\u6709\u7684\u5f02\u5e38\u91cd\u8bd5\u90fd\u6709\u6548\u3002\u6bd4\u5982 DB \u76f8\u5173\u6821\u9a8c\u5f02\u5e38\uff0c\u5982\u552f\u4e00\u7ea6\u675f\u7b49\uff0c\u91cd\u8bd5\u4e5f\u4e0d\u4f1a\u6210\u529f\u7684\u3002<\/p>\n<p>\u91cd\u8bd5\u914d\u7f6e\uff1a<\/p>\n<pre><code class=\"yml\">resilience4j.retry:\n  instances:\n    backendA:\n      maxAttempts: 3\n      waitDuration: 10s\n      enableExponentialBackoff: true\n      exponentialBackoffMultiplier: 2\n      retryExceptions:\n        - org.springframework.web.client.HttpServerErrorException\n        - java.io.IOException\n\n    backendB:\n      maxAttempts: 3\n      waitDuration: 10s\n      retryExceptions:\n        - org.springframework.web.client.HttpServerErrorException\n        - java.io.IOException<\/code><\/pre>\n<table>\n<thead>\n<tr>\n<th align=\"left\">\u914d\u7f6e\u5c5e\u6027<\/th>\n<th align=\"left\">\u9ed8\u8ba4\u503c<\/th>\n<th align=\"left\">\u63cf\u8ff0<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td align=\"left\">maxAttempts<\/td>\n<td align=\"left\">3<\/td>\n<td align=\"left\">\u6700\u5927\u91cd\u8bd5\u6b21\u6570\uff08\u5305\u62ec\u7b2c\u4e00\u6b21\uff09<\/td>\n<\/tr>\n<tr>\n<td align=\"left\">waitDuration<\/td>\n<td align=\"left\">500\u3010ms\u3011<\/td>\n<td align=\"left\">\u4e24\u6b21\u91cd\u8bd5\u4e4b\u95f4\u7684\u7b49\u5f85\u95f4\u9694<\/td>\n<\/tr>\n<tr>\n<td align=\"left\">intervalFunction<\/td>\n<td align=\"left\">numOfAttempts -&gt; waitDuration<\/td>\n<td align=\"left\">\u4fee\u6539\u5931\u8d25\u540e\u7b49\u5f85\u95f4\u9694\u7684\u51fd\u6570\u3002\u9ed8\u8ba4\u60c5\u51b5\u4e0b\uff0c\u7b49\u5f85\u65f6\u95f4\u662f\u4e2a\u5e38\u91cf\u3002<\/td>\n<\/tr>\n<tr>\n<td align=\"left\">retryOnResultPredicate<\/td>\n<td align=\"left\">result-&gt;false<\/td>\n<td align=\"left\">\u914d\u7f6e\u4e00\u4e2a\u5224\u65ad\u7ed3\u679c\u662f\u5426\u5e94\u8be5\u91cd\u8bd5\u7684 predicate \u51fd\u6570\u3002\u5982\u679c\u7ed3\u679c\u5e94\u8be5\u91cd\u8bd5\uff0cPredicate \u5fc5\u987b\u8fd4\u56de true\uff0c\u5426\u5219\u5b83\u5fc5\u987b\u8fd4\u56de false\u3002<\/td>\n<\/tr>\n<tr>\n<td align=\"left\">retryExceptionPredicate<\/td>\n<td align=\"left\">throwable -&gt; true<\/td>\n<td align=\"left\">\u548c retryOnResultPredicate \u7c7b\u4f3c\uff0c\u5982\u679c\u8981\u91cd\u8bd5\uff0cPredicate \u5fc5\u987b\u8fd4\u56detrue\uff0c\u5426\u5219\u8fd4\u56de false\u3002<\/td>\n<\/tr>\n<tr>\n<td align=\"left\">retryExceptions<\/td>\n<td align=\"left\">\u7a7a<\/td>\n<td align=\"left\">\u9700\u8981\u91cd\u8bd5\u7684\u5f02\u5e38\u7c7b\u578b\u5217\u8868<\/td>\n<\/tr>\n<tr>\n<td align=\"left\">ignoreExceptions<\/td>\n<td align=\"left\">\u7a7a<\/td>\n<td align=\"left\">\u4e0d\u9700\u8981\u91cd\u8bd5\u7684\u5f02\u5e38\u7c7b\u578b\u5217\u8868<\/td>\n<\/tr>\n<tr>\n<td align=\"left\">failAfterMaxAttempts<\/td>\n<td align=\"left\">false<\/td>\n<td align=\"left\">\u5f53\u91cd\u8bd5\u8fbe\u5230\u914d\u7f6e\u7684 maxAttempts \u5e76\u4e14\u7ed3\u679c\u4ecd\u672a\u901a\u8fc7 retryOnResultPredicate \u65f6\u542f\u7528\u6216\u7981\u7528\u629b\u51fa MaxRetriesExceededException \u7684\u5e03\u5c14\u503c<\/td>\n<\/tr>\n<tr>\n<td align=\"left\">intervalBiFunction<\/td>\n<td align=\"left\">(numOfAttempts, Either&lt;throwable, result&gt;) -&gt; waitDuration<\/td>\n<td align=\"left\">\u6839\u636e maxAttempts \u548c\u7ed3\u679c\u6216\u5f02\u5e38\u4fee\u6539\u5931\u8d25\u540e\u7b49\u5f85\u95f4\u9694\u65f6\u95f4\u7684\u51fd\u6570\u3002\u4e0e intervalFunction \u4e00\u8d77\u4f7f\u7528\u65f6\u4f1a\u629b\u51fa IllegalStateException\u3002<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h3>2.3 \u8d85\u65f6 TimeLimiter<\/h3>\n<p>\u8d85\u65f6\u914d\u7f6e\uff1a<\/p>\n<pre><code class=\"yml\">resilience4j.timelimiter:\n  instances:\n    backendA:\n      timeoutDuration: 2s\n      cancelRunningFuture: true\n    backendB:\n      timeoutDuration: 1s\n      cancelRunningFuture: false<\/code><\/pre>\n<p>\u8d85\u65f6\u914d\u7f6e\u6bd4\u8f83\u7b80\u5355\uff0c\u4e3b\u8981\u662f\u914d\u7f6e timeoutDuration \u4e5f\u5c31\u662f\u8d85\u65f6\u7684\u65f6\u95f4\u3002<\/p>\n<p>cancelRunningFuture \u7684\u610f\u601d\u662f\uff1a\u662f\u5426\u5e94\u8be5\u5728\u8fd0\u884c\u7684 Future \u8c03\u7528 cancel \u53bb\u6389\u8c03\u7528\u3002<\/p>\n<h3>2.4 \u65ad\u8def\u5668 circuitbreaker<\/h3>\n<p><img decoding=\"async\" referrerpolicy=\"no-referrer\" src=\"https:\/\/segmentfault.com\/img\/remote\/1460000042514545\" alt=\"\" title=\"\" loading=\"lazy\"><\/p>\n<p>\u65ad\u8def\u5668\u6709\u51e0\u79cd\u72b6\u6001\uff1a\u5173\u95ed\u3001\u6253\u5f00\u3001\u534a\u5f00\u3002\u6ce8\u610f\uff1a\u6253\u5f00\uff0c\u610f\u5473\u7740\u4e0d\u80fd\u8bbf\u95ee\uff0c\u4f1a\u8fc5\u901f\u5931\u8d25\u3002<\/p>\n<p>CircuitBreaker \u4f7f\u7528<strong>\u6ed1\u52a8\u7a97\u53e3<\/strong>\u6765\u5b58\u50a8\u548c\u6c47\u603b\u8c03\u7528\u7ed3\u679c\u3002\u60a8\u53ef\u4ee5\u5728\u57fa\u4e8e\u8ba1\u6570\u7684\u6ed1\u52a8\u7a97\u53e3\u548c\u57fa\u4e8e\u65f6\u95f4\u7684\u6ed1\u52a8\u7a97\u53e3\u4e4b\u95f4\u8fdb\u884c\u9009\u62e9\u3002\u57fa\u4e8e\u8ba1\u6570\u7684\u6ed1\u52a8\u7a97\u53e3\u805a\u5408\u6700\u540e N \u6b21\u8c03\u7528\u7684\u7ed3\u679c\u3002\u57fa\u4e8e\u65f6\u95f4\u7684\u6ed1\u52a8\u7a97\u53e3\u805a\u5408\u4e86\u6700\u540e N \u79d2\u7684\u8c03\u7528\u7ed3\u679c\u3002<\/p>\n<p>\u65ad\u8def\u5668\u914d\u7f6e\uff1a<\/p>\n<pre><code class=\"yml\">resilience4j.circuitbreaker:\n  instances:\n    backendA:\n      \/\/ \u5065\u5eb7\u6307\u6807\u53c2\u6570\uff0c\u975e\u65ad\u8def\u5668\u5c5e\u6027\n      registerHealthIndicator: true\n      slidingWindowSize: 100<\/code><\/pre>\n<table>\n<thead>\n<tr>\n<th align=\"left\">\u914d\u7f6e\u5c5e\u6027<\/th>\n<th align=\"left\">\u9ed8\u8ba4\u503c<\/th>\n<th align=\"left\">\u63cf\u8ff0<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td align=\"left\">slidingWindowSize<\/td>\n<td align=\"left\">100<\/td>\n<td align=\"left\">\u8bb0\u5f55\u65ad\u8def\u5668\u5173\u95ed\u72b6\u6001\u4e0b\uff08\u53ef\u4ee5\u8bbf\u95ee\u7684\u60c5\u51b5\u4e0b\uff09\u7684\u8c03\u7528\u7684\u6ed1\u52a8\u7a97\u53e3\u5927\u5c0f<\/td>\n<\/tr>\n<tr>\n<td align=\"left\">failureRateThreshold<\/td>\n<td align=\"left\">50\uff08\u767e\u5206\u6bd4\uff09<\/td>\n<td align=\"left\">\u5f53\u5931\u8d25\u6bd4\u4f8b\u8d85\u8fc7 failureRateThreshold \u7684\u65f6\u5019\uff0c\u65ad\u8def\u5668\u4f1a\u6253\u5f00\uff0c\u5e76\u5f00\u59cb\u77ed\u8def\u547c\u53eb<\/td>\n<\/tr>\n<tr>\n<td align=\"left\">slowCallDurationThreshold<\/td>\n<td align=\"left\">60000\u3010ms\u3011<\/td>\n<td align=\"left\">\u8bf7\u6c42\u88ab\u5b9a\u4e49\u4e3a\u6162\u8bf7\u6c42\u7684\u9608\u503c<\/td>\n<\/tr>\n<tr>\n<td align=\"left\">slowCallRateThreshold<\/td>\n<td align=\"left\">100\uff08\u767e\u5206\u6bd4\uff09<\/td>\n<td align=\"left\">\u6162\u8bf7\u6c42\u767e\u5206\u6bd4\u5927\u4e8e\u7b49\u4e8e\u8be5\u503c\u65f6\uff0c\u6253\u5f00\u65ad\u8def\u5668\u5f00\u5173<\/td>\n<\/tr>\n<tr>\n<td align=\"left\">permittedNumberOfCalls<\/td>\n<td align=\"left\">10<\/td>\n<td align=\"left\"><strong>\u534a\u5f00<\/strong>\u72b6\u6001\u4e0b\u5141\u8bb8\u901a\u8fc7\u7684\u8bf7\u6c42\u6570<\/td>\n<\/tr>\n<tr>\n<td align=\"left\">maxWaitDurationInHalfOpenState<\/td>\n<td align=\"left\">0<\/td>\n<td align=\"left\">\u914d\u7f6e\u6700\u5927\u7b49\u5f85\u6301\u7eed\u65f6\u95f4\uff0c\u8be5\u6301\u7eed\u65f6\u95f4\u63a7\u5236\u65ad\u8def\u5668\u5728\u5207\u6362\u5230\u6253\u5f00\u4e4b\u524d\u53ef\u4ee5\u4fdd\u6301\u5728\u534a\u5f00\u72b6\u6001\u7684\u6700\u957f\u65f6\u95f4\u3002<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u503c 0 \u8868\u793a\u65ad\u8def\u5668\u5c06\u5728 HalfOpen \u72b6\u6001\u4e0b\u65e0\u9650\u7b49\u5f85\uff0c\u76f4\u5230\u6240\u6709\u5141\u8bb8\u7684\u8c03\u7528\u90fd\u5df2\u5b8c\u6210\u3002<\/p>\n<h3>2.5 \u58c1\u4ed3 bulkhead<\/h3>\n<p>resilience4j \u63d0\u4f9b\u4e86\u4e24\u79cd\u5b9e\u73b0\u58c1\u4ed3\u7684\u65b9\u6cd5\uff1a<\/p>\n<ul>\n<li><code>SemaphoreBulkhead<\/code> \u4f7f\u7528 Semaphore \u5b9e\u73b0<\/li>\n<li><code>FixedThreadPoolBulkhead<\/code> \u4f7f\u7528\u6709\u754c\u961f\u5217\u548c\u56fa\u5b9a\u7ebf\u7a0b\u6c60\u5b9e\u73b0<\/li>\n<\/ul>\n<pre><code class=\"yml\">resilience4j.bulkhead:\n  instances:\n    backendA:\n      maxConcurrentCalls: 10\n    backendB:\n      maxWaitDuration: 10ms\n      maxConcurrentCalls: 20\n\nresilience4j.thread-pool-bulkhead:\n  instances:\n    backendC:\n      maxThreadPoolSize: 1\n      coreThreadPoolSize: 1\n      queueCapacity: 1<\/code><\/pre>\n<h4>2.5.1 SemaphoreBulkhead<\/h4>\n<table>\n<thead>\n<tr>\n<th align=\"left\">\u914d\u7f6e\u5c5e\u6027<\/th>\n<th align=\"left\">\u9ed8\u8ba4\u503c<\/th>\n<th align=\"left\">\u63cf\u8ff0<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td align=\"left\">maxConcurrentCalls<\/td>\n<td align=\"left\">25<\/td>\n<td align=\"left\">\u5141\u8bb8\u7684\u5e76\u53d1\u6267\u884c\u7684\u6570\u91cf<\/td>\n<\/tr>\n<tr>\n<td align=\"left\">maxWaitDuration<\/td>\n<td align=\"left\">0<\/td>\n<td align=\"left\">\u5c1d\u8bd5\u8fdb\u5165\u9971\u548c\u9694\u677f\u65f6\u7ebf\u7a0b\u5e94\u88ab\u963b\u6b62\u7684\u6700\u957f\u65f6\u95f4<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h4>2.5.2 FixedThreadPoolBulkhead<\/h4>\n<table>\n<thead>\n<tr>\n<th align=\"left\">\u914d\u7f6e\u5c5e\u6027<\/th>\n<th align=\"left\">\u9ed8\u8ba4\u503c<\/th>\n<th align=\"left\">\u63cf\u8ff0<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td align=\"left\">maxThreadPoolSize<\/td>\n<td align=\"left\">Runtime.getRuntime().availableProcessors()<\/td>\n<td align=\"left\">\u7ebf\u7a0b\u6c60\u6700\u5927\u7ebf\u7a0b\u4e2a\u6570<\/td>\n<\/tr>\n<tr>\n<td align=\"left\">coreThreadPoolSize<\/td>\n<td align=\"left\">Runtime.getRuntime().availableProcessors()-1<\/td>\n<td align=\"left\">\u7ebf\u7a0b\u6c60\u6838\u5fc3\u7ebf\u7a0b\u4e2a\u6570<\/td>\n<\/tr>\n<tr>\n<td align=\"left\">queueCapacity<\/td>\n<td align=\"left\">100<\/td>\n<td align=\"left\">\u7ebf\u7a0b\u6c60\u961f\u5217\u5bb9\u91cf<\/td>\n<\/tr>\n<tr>\n<td align=\"left\">keepAliveDuration<\/td>\n<td align=\"left\">20\u3010ms\u3011<\/td>\n<td align=\"left\">\u7ebf\u7a0b\u6570\u8d85\u8fc7\u6838\u5fc3\u7ebf\u7a0b\u6570\u4e4b\u540e\uff0c\u7a7a\u4f59\u7ebf\u7a0b\u5728\u7ec8\u6b62\u4e4b\u524d\u7b49\u5f85\u7684\u6700\u957f\u65f6\u95f4<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h2>3 \u4f7f\u7528<\/h2>\n<h3>3.1 \u914d\u7f6e<\/h3>\n<p>\u5728 application.yml \u6587\u4ef6\u4e2d\u6dfb\u52a0\u4ee5\u4e0b resilience4j \u914d\u7f6e\uff1a<\/p>\n<pre><code>resilience4j.circuitbreaker:\n  instances:\n    backendA:\n      registerHealthIndicator: true\n      slidingWindowSize: 100\n\nresilience4j.retry:\n  instances:\n    backendA:\n      maxAttempts: 3\n      waitDuration: 10s\n      enableExponentialBackoff: true\n      exponentialBackoffMultiplier: 2\n      retryExceptions:\n        - org.springframework.web.client.HttpServerErrorException\n        - java.io.IOException\n\n    backendB:\n      maxAttempts: 3\n      waitDuration: 10s\n      retryExceptions:\n        - org.springframework.web.client.HttpServerErrorException\n        - java.io.IOException\n\n\nresilience4j.bulkhead:\n  instances:\n    backendA:\n      maxConcurrentCalls: 10\n    backendB:\n      maxWaitDuration: 10ms\n      maxConcurrentCalls: 20\n\nresilience4j.thread-pool-bulkhead:\n  instances:\n    backendC:\n      maxThreadPoolSize: 1\n      coreThreadPoolSize: 1\n      queueCapacity: 1\n\nresilience4j.ratelimiter:\n  instances:\n    backendA:\n      limitForPeriod: 10\n      limitRefreshPeriod: 1s\n      timeoutDuration: 10ms\n      registerHealthIndicator: true\n      eventConsumerBufferSize: 100\n    backendB:\n      limitForPeriod: 6\n      limitRefreshPeriod: 500ms\n      timeoutDuration: 3s\n\nresilience4j.timelimiter:\n  instances:\n    backendA:\n      timeoutDuration: 2s\n      cancelRunningFuture: true\n    backendB:\n      timeoutDuration: 1s\n      cancelRunningFuture: false\n<\/code><\/pre>\n<h3>3.2 \u4f7f\u7528\u6ce8\u89e3\u5b9e\u73b0<\/h3>\n<p>\u76f4\u63a5\u5728\u9700\u8981\u9650\u6d41\u7684\u65b9\u6cd5\u4e0a\u589e\u52a0\u6ce8\u89e3<code>@RateLimiter<\/code> \u5b9e\u73b0\u9650\u6d41\uff1b\u589e\u52a0\u6ce8\u89e3<code>@Retry<\/code> \u5b9e\u73b0\u91cd\u8bd5\uff1b\u589e\u52a0\u6ce8\u89e3 <code>@CircuitBreaker<\/code> \u7194\u65ad\uff1b\u589e\u52a0\u6ce8\u89e3 <code>@Bulkhead<\/code> \u5b9e\u73b0\u58c1\u4ed3\u3002name \u5c5e\u6027\u4e2d\u5206\u522b\u586b\u5199\u9650\u6d41\u5668\u3001\u91cd\u8bd5\u3001\u7194\u65ad\u3001\u58c1\u4ed3\u7ec4\u4ef6\u7684\u540d\u5b57\u3002<\/p>\n<pre><code class=\"java\">@Bulkhead(name = &quot;backendA&quot;)\n@CircuitBreaker(name = &quot;backendA&quot;)\n@Retry(name = &quot;backendA&quot;)\n@RateLimiter(name = &quot;backendA&quot;)\npublic Mono&lt;List&lt;User&gt;&gt; list() {\n  long startTime = System.currentTimeMillis();\n  return Mono.fromSupplier(() -&gt; {\n        return userRepository.findAll();\n      }).doOnError(e -&gt; {\n        \/\/ \u6253\u5370\u5f02\u5e38\u65e5\u5fd7&amp;\u589e\u52a0\u76d1\u63a7\uff08\u81ea\u884c\u5904\u7406\uff09\n        logger.error(&quot;list.user.error, e&quot;, e);\n      })\n      .doFinally(e -&gt; {\n        \/\/ \u8017\u65f6 &amp; \u6574\u4f53\u5065\u5eb7\n        logger.info(&quot;list.user.time={}, &quot;, System.currentTimeMillis() - startTime);\n      });\n}\n  \n@Bulkhead(name = &quot;backendA&quot;)\n@CircuitBreaker(name = &quot;backendA&quot;)\/\/\u6700\u591a\u652f\u630110\u4e2a\u5e76\u53d1\u91cf\n@Retry(name = &quot;backendA&quot;)\/\/\u4f7f\u7528 backendA \u91cd\u8bd5\u5668\uff0c\u5982\u679c\u629b\u51fa IOException \u4f1a\u91cd\u8bd5\u4e09\u6b21\u3002\n@RateLimiter(name = &quot;backendA&quot;)\/\/ \u9650\u6d41 10 Qps\npublic Mono&lt;Boolean&gt; save(User user) {\n  long startTime = System.currentTimeMillis();\n  return Mono.fromSupplier(() -&gt; {\n        return userRepository.save(user) != null;\n      })\n      .doOnError(e -&gt; {\n        \/\/ \u6253\u5370\u5f02\u5e38\u65e5\u5fd7&amp;\u589e\u52a0\u76d1\u63a7\uff08\u81ea\u884c\u5904\u7406\uff09\n        logger.error(&quot;save.user.error, user={}, e&quot;, user, e);\n      })\n      .doFinally(e -&gt; {\n        \/\/ \u8017\u65f6 &amp; \u6574\u4f53\u5065\u5eb7\n        logger.info(&quot;save.user.time={}, user={}&quot;, user, System.currentTimeMillis() - startTime);\n      });\n}  <\/code><\/pre>\n<p>\u6ce8\u610f\uff1a\u4ee5\u4e0a\u6240\u6709\u7ec4\u4ef6\uff0c\u90fd\u652f\u6301\u81ea\u5b9a\u4e49\u3002<\/p>\n<p>\u4e0a\u8ff0\u4ee3\u7801\u90fd\u53ef\u4ee5\u5728\u4e0b\u8ff0\u4ed3\u5e93\u4e2d\u627e\u5230\uff1a<a href=\"https:\/\/link.segmentfault.com\/?enc=5snC5lQ4ICCAWNgLWGheLw%3D%3D.3u4XXx9OyeLEnJtnTSua9WvkAKBHH2luQ9JkE3YjcDHqVcQr7qKGKFhgclka%2BeFFsnke1q9jqrWosHeT%2BEB87g%3D%3D\" rel=\"nofollow\">https:\/\/github.com\/prepared48&#8230;<\/a><\/p>\n<blockquote><p>\u672c\u6587\u53c2\u4e0e\u4e86<a href=\"https:\/\/segmentfault.com\/a\/1190000042453662\">\u601d\u5426\u6280\u672f\u5f81\u6587<\/a>\uff0c\u6b22\u8fce\u6b63\u5728\u9605\u8bfb\u7684\u4f60\u4e5f\u52a0\u5165\u3002<\/p><\/blockquote>\n<p><a href=\"https:\/\/segmentfault.com\/a\/1190000042514542\">https:\/\/segmentfault.com\/a\/1190000042514542<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Reactor \u6574\u5408 Resilence4j 1 \u5f15\u5165 pom \u5305 &lt;dependency&gt; &#038;l [&hellip;]<\/p>\n","protected":false},"author":0,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_jetpack_memberships_contains_paid_content":false,"footnotes":""},"categories":[],"tags":[],"class_list":["post-10006546","post","type-post","status-publish","format-standard","hentry"],"jetpack_sharing_enabled":true,"jetpack_featured_media_url":"","_links":{"self":[{"href":"https:\/\/itmax.cn\/index.php?rest_route=\/wp\/v2\/posts\/10006546","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/itmax.cn\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/itmax.cn\/index.php?rest_route=\/wp\/v2\/types\/post"}],"replies":[{"embeddable":true,"href":"https:\/\/itmax.cn\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=10006546"}],"version-history":[{"count":0,"href":"https:\/\/itmax.cn\/index.php?rest_route=\/wp\/v2\/posts\/10006546\/revisions"}],"wp:attachment":[{"href":"https:\/\/itmax.cn\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=10006546"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/itmax.cn\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=10006546"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/itmax.cn\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=10006546"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}