DolphinScheduler 集成 Arthas 实现接口调用监控，提升调度任务可靠性
- 2024-11-05 天津
本文字数：3677 字
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本文介绍了在 Apache DolphinScheduler 中嵌入 Arthas 的方法，以实现对接口调用的监控。Arthas 是一款强大的 Java 诊断工具，能够帮助开发者实时查看应用程序的运行状态、性能瓶颈和方法调用情况。在 DolphinScheduler 中集成 Arthas，可以方便地捕获任务调度时的关键调用信息，及时发现并解决性能问题，提高系统的稳定性。本文将详细说明如何在 DolphinScheduler 环境下启动 Arthas，监控特定接口的调用，并分析收集到的性能数据，从而提升任务调度的可靠性和可维护性。
手动安装
https://arthas.aliyun.com/download/latest_version?mirror=aliyunarthas-packaging-3.7.2-bin.zip
cp arthas-packaging-3.7.2-bin.zip /opt/arthascd /opt/arthasunzip arthas-packaging-3.7.2-bin.zip
java -jar arthas-boot.jar
选择对应的进程号
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报错解决
报错 1
[ERROR] Start arthas failed, exception stack trace: com.sun.tools.attach.AttachNotSupportedException: Unable to open socket file: target process not responding or HotSpot VM not loaded at sun.tools.attach.LinuxVirtualMachine.<init>(LinuxVirtualMachine.java:106) at sun.tools.attach.LinuxAttachProvider.attachVirtualMachine(LinuxAttachProvider.java:78) at com.sun.tools.attach.VirtualMachine.attach(VirtualMachine.java:250) at com.taobao.arthas.core.Arthas.attachAgent(Arthas.java:102) at com.taobao.arthas.core.Arthas.<init>(Arthas.java:27) at com.taobao.arthas.core.Arthas.main(Arthas.java:161)
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解决 :
进入 ${DOLPINSCHEUDLER_HOME}/api-server/bin下，在 jvm_args_env.sh 中添加如下 :-XX:+StartAttachListener
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报错 2
Picked up JAVA_TOOL_OPTIONS: java.io.IOException: well-known file /tmp/.java_pid731688 is not secure: file should be owned by the current user (which is 0) but is owned by 989 at sun.tools.attach.LinuxVirtualMachine.checkPermissions(Native Method) at sun.tools.attach.LinuxVirtualMachine.<init>(LinuxVirtualMachine.java:117) at sun.tools.attach.LinuxAttachProvider.attachVirtualMachine(LinuxAttachProvider.java:78) at com.sun.tools.attach.VirtualMachine.attach(VirtualMachine.java:250) at com.taobao.arthas.core.Arthas.attachAgent(Arthas.java:102) at com.taobao.arthas.core.Arthas.<init>(Arthas.java:27) at com.taobao.arthas.core.Arthas.main(Arthas.java:161)[ERROR] Start arthas failed, exception stack trace: [ERROR] attach fail, targetPid: 731688
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解决
arthas启动的服务和dolpinscheduler启动服务所属的用户要一样，不然有如上的报错
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Watch
Watch 用于监控方法的具体执行细节，如参数、返回值等
watch org.apache.dolphinscheduler.api.controller.UsersController queryUserList returnObj
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[arthas@731688]$ watch org.apache.dolphinscheduler.api.controller.UsersController queryUserList returnObjPress Q or Ctrl+C to abort.Affect(class count: 1 , method count: 1) cost in 126 ms, listenerId: 2method=org.apache.dolphinscheduler.api.controller.UsersController.queryUserList location=AtExitts=2024-08-27 02:04:01; [cost=4.918943ms] result=@Result[ code=@Integer[0], msg=@String[成功], data=@PageInfo[PageInfo(totalList=[User(id=1, userName=admin, userPassword=null, email=825193156@qq.com, phone=, userType=ADMIN_USER, tenantId=1, state=1, tenantCode=hdfs, queueName=default, alertGroup=null, queue=default, timeZone=null, createTime=Fri Jul 19 04:19:31 GMT-05:00 2024, updateTime=Mon Aug 12 22:15:58 GMT-05:00 2024)], total=1, totalPage=1, pageSize=10, currentPage=1, pageNo=0)],]method=org.apache.dolphinscheduler.api.controller.UsersController.queryUserList location=AtExitts=2024-08-27 02:04:18; [cost=6.905345ms] result=@Result[ code=@Integer[0], msg=@String[成功], data=@PageInfo[PageInfo(totalList=[User(id=1, userName=admin, userPassword=null, email=825193156@qq.com, phone=, userType=ADMIN_USER, tenantId=1, state=1, tenantCode=hdfs, queueName=default, alertGroup=null, queue=default, timeZone=null, createTime=Fri Jul 19 04:19:31 GMT-05:00 2024, updateTime=Mon Aug 12 22:15:58 GMT-05:00 2024)], total=1, totalPage=1, pageSize=10, currentPage=1, pageNo=0)],]method=org.apache.dolphinscheduler.api.controller.UsersController.queryUserList location=AtExitts=2024-08-27 02:04:27; [cost=5.803269ms] result=@Result[ code=@Integer[0], msg=@String[成功], data=@PageInfo[PageInfo(totalList=[User(id=1, userName=admin, userPassword=null, email=825193156@qq.com, phone=, userType=ADMIN_USER, tenantId=1, state=1, tenantCode=hdfs, queueName=default, alertGroup=null, queue=default, timeZone=null, createTime=Fri Jul 19 04:19:31 GMT-05:00 2024, updateTime=Mon Aug 12 22:15:58 GMT-05:00 2024)], total=1, totalPage=1, pageSize=10, currentPage=1, pageNo=0)],]
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Trace
Trace 用于监控方法调用的深度，包括调用了哪些方法以及每个方法的执行时间。
[arthas@973263]$ trace org.apache.dolphinscheduler.api.controller.UsersController queryUserList Press Q or Ctrl+C to abort.Affect(class count: 1 , method count: 1) cost in 319 ms, listenerId: 1`---ts=2024-08-27 10:33:08;thread_name=qtp1836984213-26;id=26;is_daemon=false;priority=5;TCCL=sun.misc.Launcher$AppClassLoader@439f5b3d `---[13.962731ms] org.apache.dolphinscheduler.api.controller.UsersController:queryUserList() +---[0.18% 0.025123ms ] org.apache.dolphinscheduler.api.controller.UsersController:checkPageParams() #130 +---[0.09% 0.012549ms ] org.apache.dolphinscheduler.plugin.task.api.utils.ParameterUtils:handleEscapes() #131 `---[96.47% 13.469876ms ] org.apache.dolphinscheduler.api.service.UsersService:queryUserList() #132
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Dump
heapdump arthas-output/dump.hprof 生成堆转储文件：
[arthas@973263]$ heapdump arthas-output/dump.hprofDumping heap to arthas-output/dump.hprof ...Heap dump file created
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使用 MAT 进行内存泄漏分析。
查看 jvm 内存变化
memory 查看 JVM 内存
[arthas@973263]$ memory Memory used total max usage heap 485M 900M 900M 53.91% ps_eden_space 277M 327M 358M 77.61% ps_survivor_space 61M 61M 61M 99.98% ps_old_gen 146M 512M 512M 28.54% nonheap 162M 188M -1 85.96% code_cache 11M 32M 240M 4.89% metaspace 135M 140M -1 96.67% compressed_class_space 14M 15M 1024M 1.43% direct 949K 949K - 100.00% mapped 0K 0K - 0.00%
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查看 CPU 使用率
dashboard 可以查看 CPU 使用率，查看是哪个线程的，通过 thread -n 线程 id 查看：
转载自 Journey
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