From 36c729695d99d8beca4def392b20dba9ff7f66fe Mon Sep 17 00:00:00 2001 From: zeekling Date: Fri, 6 Jan 2023 23:25:27 +0800 Subject: [PATCH] =?UTF-8?q?=E5=8F=8D=E5=8E=8B=E5=AE=9A=E4=BD=8D=E5=AD=A6?= =?UTF-8?q?=E4=B9=A0=E4=B9=8B=E8=A7=A3=E5=86=B3=E6=80=9D=E8=B7=AF?= MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit --- 调优/backpress.md | 53 +++++++++++++++++++++++++++++++++++++++++- 调优/backpress004.png | Bin 100886 -> 0 bytes 2 files changed, 52 insertions(+), 1 deletion(-) delete mode 100644 调优/backpress004.png diff --git a/调优/backpress.md b/调优/backpress.md index 7ff208c..35484e4 100644 --- a/调优/backpress.md +++ b/调优/backpress.md @@ -109,7 +109,10 @@ Network和 task I/Ometrics 是轻量级反压监视器,用于正在持续运 采用 Metrics 分析反压的思路:如果一个 Subtask 的发送端 Buffer 占用率很高,则表明它被下游反压限速了;如果一个 Subtask 的接受端 Buffer 占用很高,则表明它将反压传导至上游。 -![pic](./backpress004.png) +| / | outPoolUsage 低 | outPoolUsage 高 | +|--- |--- |---| +| inPoolUsage 低 | 正常 | 被下游反压,处于临时情况,没传递到上游;
可能时反压的根源,一条输入多条输出的场景 | +| inPoolUsage 高 | 如果时上游所有outPoolUsage 都是低,
有可能最终可能导致反压(还没传递到上游;
如果时上游所有的outPoolUsage 都是高,则为反压根源) | 被下游反压。 | inPoolUsage和outPoolUsage反压分析表 @@ -129,3 +132,51 @@ outPoolUsage 与 floatingBuffersUsage 、 exclusiveBuffersUsage 的关系: buffer 消耗完,就会使用floating Buffer) +# 反压的原因及处理 + +注意:反压可能时暂时的,可能由于负载高峰,CheckPoint或者作业重启引起的数据积压而导致的反压。如果反压是暂时的, +应该忽略它。另外,请记住,断断续续的反压会影响我们的分析和解决问题。 + +定位到反压节点后,分析造成反压的原因的办法主要是观察Task Thread。按照下面顺序一步步排查。 + +## 使用火焰图分析 + +火焰图是跟踪堆栈线程然后重复多次采样而生成的。每个方法的调用都会有一个长方型表示,长方型的长度和它在采样中出 +现的次数成正比。是Flink 1.13 新特性。 + +开启方法: +```bash +rest.flamegraph.enabled : true +``` + +横向就是耗时时长,横向越长表示耗时越长。纵向表示调用栈。一般只需要看最上面函数。 + + +## 分析GC情况 + +TaskManager的内存以及GC问题也会导致反压,包括TaskManager JVM 各区内存不合理导致频繁Full GC甚至失联。通常建议 +使用默认的G1垃圾回收器。 + +打印 GC 日志的第一步,就是开启 GC 打印的参数了,也是最基本的参数。 + +```bash +-XX:+PrintGCDetails -XX:+PrintGCDateStamps +``` +-D参数配置方式: + +```bash +-Denv.java.opt="-XX:+PrintGCDetails -XX:+PrintGCDateStamps" +``` + +## 外部交互组件 + +如果我们发现我们的source端数据读取性能比较低或者Sink端写入性能较差,需要检查第三方组件是否遇到瓶颈,以及做维表 +join时的性能问题,也许要和外部组件交互。 + +关于第三方的性能问题,需要结合具体的组件来分析,最常用的思路: + +1、异步IO + 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