\u5728\u5199\u5b8c\u4e0a\u4e00\u7bc7\u6587\u7ae0\u4e4b\u540e\u6211\u624d\u6ce8\u610f\u5230\uff0c
\n\u4f3c\u4e4eSpring\u7aef\u6709\u4e00\u4e2a\u540d\u4e3aSpring Metrics\u7684\u9879\u76ee\u6b63\u5728\u8fdb\u884c\uff0c\u5e76\u4e14\u5176\u4e2d\u5305\u542bPrometheus\u3002<\/p>\n
\u5728\u4e0a\u4e00\u7bc7\u6587\u7ae0\u4e2d\uff0c\u63d0\u5230\u4e86\u4f7f\u7528Spring Boot \u2715 Prometheus \u2715 Grafana\u8fdb\u884c\u5e94\u7528\u7a0b\u5e8f\u76d1\u63a7\u7684\u5185\u5bb9\u5e76\u4e0d\u662f\u9519\u8bef\uff0c\u76ee\u524d\u5b58\u5728\u4ee5\u4e0b\u4e24\u79cd\u65b9\u6cd5\u53ef\u4f9b\u9009\u62e9\u3002<\/p>\n
<\/p>\n
\u6362\u79cd\u8bf4\u6cd5\uff0c\u5373\u53cc\u65b9\u76f8\u4e92\u63d0\u4f9b\u5bf9\u65b9\u6240\u9700\u7684\u529f\u80fd\u3002<\/p>\n
\u524d\u6587\u6240\u63d0\u53ca\u7684\u524d\u8005\u4e3a\u524d\u4e00\u7bc7\u6587\u7ae0\u4e2d\u6240\u4ecb\u7ecd\u7684\u5185\u5bb9\uff0c\u800c\u540e\u8005\u5219\u6307\u672c\u6b21\u5c06\u8981\u4ecb\u7ecd\u7684\u529f\u80fd\u3002<\/p>\n
<\/p>\n
<\/p>\n
<\/p>\n
<\/p>\n
<\/p>\n
<\/p>\n
\u8bbe\u5b9a\u975e\u5e38\u7b80\u5355\uff0c\u53ea\u9700\u6dfb\u52a0\u4f9d\u8d56\u9879\u548c\u6ce8\u89e3\u3002<\/p>\n
\u5c06spring-metrics\u3001spring-boot-actuator\u548csimpleclient_common\u6dfb\u52a0\u5230pom.xml\u4e2d\u3002
\n\uff08\u7531\u4e8e\u751f\u6210\u4e3aWEB\u5e94\u7528\u7a0b\u5e8f\uff0c\u56e0\u6b64\u4e5f\u6dfb\u52a0\u4e86spring-boot-starter-web\u3002\uff09<\/p>\n
<dependencies><\/span>\r\n <dependency><\/span>\r\n <groupId><\/span>org.springframework.boot<\/groupId><\/span>\r\n <artifactId><\/span>spring-boot-starter-web<\/artifactId><\/span>\r\n <\/dependency><\/span>\r\n\r\n <dependency><\/span>\r\n <groupId><\/span>org.springframework.metrics<\/groupId><\/span>\r\n <artifactId><\/span>spring-metrics<\/artifactId><\/span>\r\n <version><\/span>${metrics.version}<\/version><\/span>\r\n <\/dependency><\/span>\r\n <dependency><\/span>\r\n <groupId><\/span>org.springframework.boot<\/groupId><\/span>\r\n <artifactId><\/span>spring-boot-actuator<\/artifactId><\/span>\r\n <\/dependency><\/span>\r\n <dependency><\/span>\r\n <groupId><\/span>io.prometheus<\/groupId><\/span>\r\n <artifactId><\/span>simpleclient_common<\/artifactId><\/span>\r\n <version><\/span>${prom.version}<\/version><\/span>\r\n <\/dependency><\/span>\r\n\r\n <dependency><\/span>\r\n <groupId><\/span>org.springframework.boot<\/groupId><\/span>\r\n <artifactId><\/span>spring-boot-starter-test<\/artifactId><\/span>\r\n <scope><\/span>test<\/scope><\/span>\r\n <\/dependency><\/span>\r\n <\/dependencies><\/span>\r\n<\/code><\/pre>\n\u53ea\u9700\u8981\u5c06@EnablePrometheusMetrics\u6ce8\u91ca\u6dfb\u52a0\u5373\u53ef\u3002<\/p>\n
@SpringBootApplication<\/span>\r\n@EnablePrometheusMetrics<\/span>\r\npublic<\/span> class<\/span> SpringBootPrometheusGrafanaSampleApplication<\/span> {<\/span>\r\n\r\n public<\/span> static<\/span> void<\/span> main<\/span>(<\/span>String<\/span>[]<\/span> args<\/span>)<\/span> {<\/span>\r\n SpringApplication<\/span>.<\/span>run<\/span>(<\/span>SpringBootPrometheusGrafanaSampleApplication<\/span>.<\/span>class<\/span>,<\/span> args<\/span>);<\/span>\r\n }<\/span>\r\n}<\/span>\r\n<\/code><\/pre>\n\u5982\u6b64\u4e00\u6765\uff0c\u5ea6\u91cf\u6307\u6807\u5c06\u4f1a\u81ea\u52a8\u6c47\u603b\uff0c\u5e76\u4f5c\u4e3a\u7ec8\u7aef\/prometheus\u7684\u54cd\u5e94\u8fd4\u56de\u8fd9\u4e9b\u5ea6\u91cf\u6307\u6807\u3002<\/p>\n
\u6dfb\u52a0\u65b9\u6cd5\u5355\u4f4d\u7684\u6240\u9700\u65f6\u95f4\u5ea6\u91cf\u6807\u51c6<\/h2>\n
\u53ea\u9700\u8981\u5728\u7c7b\u4e0a\u52a0\u4e0a@Timed\u3002<\/p>\n
@RestController<\/span>\r\n@Timed<\/span>\r\npublic<\/span> class<\/span> HelloController<\/span> {<\/span>\r\n\r\n @GetMapping<\/span>(<\/span>\"\/hello\"<\/span>)<\/span>\r\n public<\/span> String<\/span> sayHello<\/span>()<\/span> {<\/span>\r\n return<\/span> \"hello\"<\/span>;<\/span>\r\n }<\/span>\r\n}<\/span>\r\n<\/code><\/pre>\n\u5355\u72ec\u5b9e\u65bd<\/h2>\n
\u6709\u51e0\u79cd\u5b9e\u73b0\u65b9\u5f0f\uff0c\u4f46\u8fd9\u6b21\u6211\u4eec\u4ecb\u7ecd\u4e00\u4e0bCounter\u3002\u5176\u4ed6\u7684\u8bf7\u53c2\u8003\u6587\u6863\u3002
\n\u901a\u8fc7@EnablePrometheusMetrics\uff0cPrometheusMeterRegistry\u4f1a\u88ab\u6ce8\u518c\u6210\u4e3a\u4e00\u4e2aBean\uff0c\u56e0\u6b64\u53ef\u4ee5\u901a\u8fc7\u6784\u9020\u5668\u6ce8\u5165\u3002<\/p>\n
@RestController<\/span>\r\npublic<\/span> class<\/span> CounterController<\/span> {<\/span>\r\n private<\/span> static<\/span> int<\/span> num<\/span> =<\/span> 0<\/span>;<\/span>\r\n private<\/span> final<\/span> Counter<\/span> counter<\/span>;<\/span>\r\n\r\n public<\/span> CounterController<\/span>(<\/span>MeterRegistry<\/span> registry<\/span>)<\/span> {<\/span>\r\n counter<\/span> =<\/span> registry<\/span>.<\/span>counter<\/span>(<\/span>\"count_requests_total\"<\/span>);<\/span>\r\n }<\/span>\r\n\r\n @GetMapping<\/span>(<\/span>\"count\"<\/span>)<\/span>\r\n public<\/span> int<\/span> count<\/span>()<\/span> {<\/span>\r\n counter<\/span>.<\/span>increment<\/span>();<\/span>\r\n return<\/span> ++<\/span>num<\/span>;<\/span>\r\n }<\/span>\r\n}<\/span>\r\n<\/code><\/pre>\n\u88ab\u7edf\u8ba1\u7684\u6307\u6807<\/h2>\n
\u7ecf\u8fc7\u5728\u6837\u672c\u5e94\u7528\u7a0b\u5e8f\u4e2d\u7684\u786e\u8ba4\uff0c\u4ee5\u4e0b\u6570\u503c\u88ab\u8f93\u51fa\u3002<\/p>\n
\n- \n
JVM<\/ul>\n<\/li>\n<\/ul>\n <\/p>\n
\n- \n
log\u30ec\u30d9\u30eb<\/ul>\n<\/li>\n<\/ul>\n <\/p>\n
\n- \n
\u500b\u5225\u5b9f\u88c5 \uff08count_requests_total\u90e8\u5206\uff09<\/ul>\n<\/li>\n<\/ul>\n <\/p>\n
\u30e1\u30bd\u30c3\u30c9\u5358\u4f4d\u306e\u6240\u8981\u6642\u9593\uff08http_server_requests_count,http_server_requests_sum\u90e8\u5206\uff09<\/ul>\n
# HELP count_requests_total \r\n# TYPE count_requests_total counter\r\ncount_requests_total 1.0\r\n# HELP jvm_buffer_memory_used\r\n# TYPE jvm_buffer_memory_used gauge\r\njvm_buffer_memory_used{id=\"direct\",} 49152.0\r\njvm_buffer_memory_used{id=\"mapped\",} 0.0\r\n# HELP jvm_memory_committed\r\n# TYPE jvm_memory_committed gauge\r\njvm_memory_committed{id=\"Code Cache\",} 8126464.0\r\njvm_memory_committed{id=\"PS Eden Space\",} 1.42082048E8\r\njvm_memory_committed{id=\"PS Old Gen\",} 1.1534336E8\r\njvm_memory_committed{id=\"PS Survivor Space\",} 1.3631488E7\r\njvm_memory_committed{id=\"Compressed Class Space\",} 4636672.0\r\njvm_memory_committed{id=\"Metaspace\",} 3.3734656E7\r\n# HELP logback_events\r\n# TYPE logback_events counter\r\nlogback_events{level=\"warn\",} 93.0\r\nlogback_events{level=\"debug\",} 3162.0\r\nlogback_events{level=\"error\",} 0.0\r\nlogback_events{level=\"trace\",} 7588.0\r\nlogback_events{level=\"info\",} 90.0\r\n# HELP jvm_memory_used\r\n# TYPE jvm_memory_used gauge\r\njvm_memory_used{id=\"Code Cache\",} 8064000.0\r\njvm_memory_used{id=\"PS Eden Space\",} 2.1646824E7\r\njvm_memory_used{id=\"PS Old Gen\",} 1.248472E7\r\njvm_memory_used{id=\"PS Survivor Space\",} 1.3624504E7\r\njvm_memory_used{id=\"Compressed Class Space\",} 4319216.0\r\njvm_memory_used{id=\"Metaspace\",} 3.2767784E7\r\n# HELP jvm_memory_max\r\n# TYPE jvm_memory_max gauge\r\njvm_memory_max{id=\"Code Cache\",} 2.5165824E8\r\njvm_memory_max{id=\"PS Eden Space\",} 1.4024704E9\r\njvm_memory_max{id=\"PS Old Gen\",} 2.863661056E9\r\njvm_memory_max{id=\"PS Survivor Space\",} 1.3631488E7\r\njvm_memory_max{id=\"Compressed Class Space\",} 1.073741824E9\r\njvm_memory_max{id=\"Metaspace\",} -1.0\r\n# HELP jvm_buffer_total_capacity\r\n# TYPE jvm_buffer_total_capacity gauge\r\njvm_buffer_total_capacity{id=\"direct\",} 49152.0\r\njvm_buffer_total_capacity{id=\"mapped\",} 0.0\r\n# HELP http_server_requests\r\n# TYPE http_server_requests summary\r\nhttp_server_requests_count{method=\"GET\",uri=\"hello\",exception=\"None\",status=\"200\",} 1.0\r\nhttp_server_requests_sum{method=\"GET\",uri=\"hello\",exception=\"None\",status=\"200\",} 0.004397129\r\n# HELP jvm_buffer_count\r\n# TYPE jvm_buffer_count gauge\r\njvm_buffer_count{id=\"direct\",} 6.0\r\njvm_buffer_count{id=\"mapped\",} 0.0\r\n<\/code><\/pre>\n\u4f5c\u4e3a\u524d\u4e00\u4e2a\u6307\u6807\u7684\u5dee\u5f02\uff0c\u53ea\u6709\u6dfb\u52a0\u4e86Garbage collection\uff0cMemory pools\uff0cJMX\uff0cClassloading\u548cThread counts \u3002\u5982\u679c\u5355\u72ec\u6dfb\u52a0\u8fd9\u4e9b\u5185\u5bb9\uff0c\u51e0\u4e4e\u4e0d\u4f1a\u6709\u5dee\u5f02\u3002<\/p>\n
Prometheus\u548cGrafana\u7684\u914d\u7f6e<\/h1>\n
\u7531\u4e8e\u4e0e\u4e0a\u6b21\u4ecb\u7ecd\u7684\u65b9\u6cd5\u76f8\u540c\uff0c\u56e0\u6b64\u7565\u53bb\u4e0d\u8868\u3002<\/p>\n
\u8bf7\u6ce8\u610f<\/h1>\n
Spring Metrics\u76ee\u524d\u5c1a\u672a\u8fbe\u52301.0.0.RELEASE\u7248\u672c\uff0c\u5c5e\u4e8e\u5c1a\u672a\u6210\u719f\u7684\u9879\u76ee\uff0c\u4e0d\u5efa\u8bae\u5728\u751f\u4ea7\u73af\u5883\u4e2d\u4f7f\u7528\u3002\u6587\u6863\u4e2d\u4e5f\u6709\u4ee5\u4e0b\u76f8\u5173\u8bf4\u660e\u3002<\/p>\n
\u7ecf\u5e38\u53d1\u5e03\u9884\u53d1\u5e03\u7248\u672c\u7684\u6587\u7269\uff0c\u4f46\u5e76\u4e0d\u7528\u4e8e\u751f\u4ea7\u73af\u5883\u3002<\/p><\/blockquote>\n
\u611f\u53d7<\/h1>\n
Prometheus\u5ba2\u6237\u7aef\u5e93\u548cSpring\u4e24\u8005\u90fd\u63d0\u4f9b\u51e0\u4e4e\u76f8\u540c\u7684\u529f\u80fd\u3002
\n\u4f46\u662f\u7531\u4e8e\u4f7f\u7528Spring\u63d0\u4f9b\u7684\u529f\u80fd\u53ef\u4ee5\u66f4\u7b80\u5355\u5730\u8fdb\u884c\u914d\u7f6e\uff0c\u6240\u4ee5\u5982\u679c\u4e3b\u8981\u4f7f\u7528Spring\u7684\u8bdd\uff0c\u6211\u60f3\u4f7f\u7528Spring\u7aef\u7684\u529f\u80fd\u3002<\/p>\n
\u53e6\u5916\uff0cSpring\u8fd8\u652f\u6301DataDog\u548cNetflix Atlas\uff0c\u5e76\u4e14\u53ef\u4ee5\u901a\u8fc7\u63a5\u53e3\u8fdb\u884c\u5b9e\u73b0\u3002\u8fd9\u6837\uff0c\u5373\u4f7f\u5c06\u5176\u66f4\u6539\u4e3aDataDog\uff0c\u4ecd\u53ef\u4ee5\u4f7f\u7528\u76f8\u540c\u7684\u63a5\u53e3\u8fdb\u884c\u8bbf\u95ee\uff0c\u975e\u5e38\u65b9\u4fbf\u3002<\/p>\n
\u5e0c\u671bPrometheus\u548cSpring\u4e4b\u95f4\u80fd\u591f\u4e92\u76f8\u59a5\u534f\u53d1\u5c55\uff0c\u8c03\u67e5\u4e24\u4e2a\u7c7b\u4f3c\u7684\u5e93\u771f\u9ebb\u70e6\uff08\u7b11\uff09\u3002<\/p>\n
GitHub\u662f\u4e00\u4e2a\u9762\u5411\u5f00\u53d1\u8005\u7684\u7248\u672c\u7ba1\u7406\u5e73\u53f0\uff0c\u63d0\u4f9b\u4e86\u4ee3\u7801\u6258\u7ba1\u3001\u4ee3\u7801\u5ba1\u67e5\u3001\u56e2\u961f\u534f\u4f5c\u7b49\u591a\u79cd\u529f\u80fd\u3002<\/h1>\n
\u8fd9\u6b21\u7684\u793a\u4f8b\u5e94\u7528\u662f\u4e0b\u9762\u7684\u3002\u6ce8\u610f\uff0c\u5206\u652f\u662fspring-metrics\u3002<\/p>\n
\u63d0\u4f9b\u53c2\u8003<\/h1>\n
\u4ee5\u4e0b\u662f\u60a8\u8981\u6c42\u7684\u94fe\u63a5\u7684\u4e2d\u6587\u8868\u8fbe\uff1a
\nhttps:\/\/docs.spring.io\/spring-metrics\/docs\/current\/public\/prometheus \uff1aSpring Metrics\u7684\u6587\u6863\uff0c\u5173\u4e8ePrometheus\u7684\u516c\u5f00\u5185\u5bb9
\nhttps:\/\/docs.spring.io\/spring-boot\/docs\/current\/reference\/html\/production-ready-metrics.html#production-ready-metrics-export-prometheus \uff1aSpring Boot\u7684\u751f\u4ea7\u5c31\u7eea\u6307\u6807\u6587\u6863\uff0c\u6709\u5173Prometheus\u5bfc\u51fa\u7684\u5185\u5bb9<\/p>\n","protected":false},"excerpt":{"rendered":"
\u5728\u5199\u5b8c\u4e0a\u4e00\u7bc7\u6587\u7ae0\u4e4b\u540e\u6211\u624d\u6ce8\u610f\u5230\uff0c \u4f3c\u4e4eSpring\u7aef\u6709\u4e00\u4e2a\u540d\u4e3aSpring Metrics\u7684\u9879\u76ee\u6b63\u5728\u8fdb\u884c\uff0c\u5e76\u4e14 […]<\/p>\n","protected":false},"author":4,"featured_media":0,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[],"class_list":["post-40108","post","type-post","status-publish","format-standard","hentry","category-uncategorized"],"yoast_head":"\n
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