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定时批量任务导致 OutOfMemoryError: Metaspace 问题

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太平洋

定时批量任务导致 OutOfMemoryError: Metaspace 问题

业务场景：
每隔几分钟执行一次批量任务：通过 sql 从 s3 中读数据，经过处理后将数据写入到 clickhouse 和 kafka
执行一定次数后 task-manager 会报 OutOfMemoryError: Metaspace 问题

环境信息：
flink 版本：1.12.2
部署方式： standalone kubernetes session 模式
依赖信息：

    <dependency>

      <groupId>org.apache.flink</groupId>

      <artifactId>flink-connector-kafka_2.11</artifactId>

      <version>${flink.version}</version>

    </dependency>

    <dependency>

      <groupId>com.google.code.gson</groupId>

      <artifactId>gson</artifactId>

      <version>2.8.5</version>

    </dependency>

    <dependency>

      <groupId>org.apache.flink</groupId>

      <artifactId>flink-connector-jdbc_2.11</artifactId>

      <version>${flink.version}</version>   

    </dependency>

    <dependency>

      <groupId>ru.yandex.clickhouse</groupId>

      <artifactId>clickhouse-jdbc</artifactId>

      <version>0.3.0</version>

    </dependency>

    <dependency>

      <groupId>org.apache.flink</groupId>

        <artifactId>flink-parquet_2.11</artifactId>

        <version>${flink.version}</version>

    </dependency>

    <dependency>

         <groupId>org.apache.flink</groupId>

         <artifactId>flink-json</artifactId>

         <version>${flink.version}</version>

    </dependency>

heap dump1:

Leak Suspects

System Overview

 Leaks 

 Overview

  Problem Suspect 1

21 instances of "org.apache.flink.util.ChildFirstClassLoader", loaded by "sun.misc.Launcher$AppClassLoader @ 0x73b2d42e0" occupy 29,656,880 (41.16%) bytes. 

Biggest instances:

org.apache.flink.util.ChildFirstClassLoader @ 0x73ca2a1e8 - 1,474,760 (2.05%) bytes. 

org.apache.flink.util.ChildFirstClassLoader @ 0x73d2af820 - 1,474,168 (2.05%) bytes. 

org.apache.flink.util.ChildFirstClassLoader @ 0x73cdcaa10 - 1,474,160 (2.05%) bytes. 

org.apache.flink.util.ChildFirstClassLoader @ 0x73cf6aab0 - 1,474,160 (2.05%) bytes. 

org.apache.flink.util.ChildFirstClassLoader @ 0x73d1111d8 - 1,474,160 (2.05%) bytes. 

org.apache.flink.util.ChildFirstClassLoader @ 0x73d2bb108 - 1,474,128 (2.05%) bytes. 

org.apache.flink.util.ChildFirstClassLoader @ 0x73de202e0 - 1,474,120 (2.05%) bytes. 

org.apache.flink.util.ChildFirstClassLoader @ 0x73dadc778 - 1,474,112 (2.05%) bytes. 

org.apache.flink.util.ChildFirstClassLoader @ 0x73d5f70e8 - 1,474,064 (2.05%) bytes. 

org.apache.flink.util.ChildFirstClassLoader @ 0x73d93aa38 - 1,474,064 (2.05%) bytes. 

org.apache.flink.util.ChildFirstClassLoader @ 0x73e179638 - 1,474,064 (2.05%) bytes. 

org.apache.flink.util.ChildFirstClassLoader @ 0x73dc80418 - 1,474,056 (2.05%) bytes. 

org.apache.flink.util.ChildFirstClassLoader @ 0x73dfcda60 - 1,474,056 (2.05%) bytes. 

org.apache.flink.util.ChildFirstClassLoader @ 0x73e4bcd38 - 1,474,056 (2.05%) bytes. 

org.apache.flink.util.ChildFirstClassLoader @ 0x73d6006e8 - 1,474,032 (2.05%) bytes. 

org.apache.flink.util.ChildFirstClassLoader @ 0x73c7d2ad8 - 1,461,944 (2.03%) bytes. 

org.apache.flink.util.ChildFirstClassLoader @ 0x73ca1bb98 - 1,460,752 (2.03%) bytes. 

org.apache.flink.util.ChildFirstClassLoader @ 0x73bf203f0 - 1,460,744 (2.03%) bytes. 

org.apache.flink.util.ChildFirstClassLoader @ 0x73e3284a8 - 1,445,232 (2.01%) bytes. 

org.apache.flink.util.ChildFirstClassLoader @ 0x73e65de00 - 1,445,232 (2.01%) bytes. 

Keywords
org.apache.flink.util.ChildFirstClassLoader
sun.misc.Launcher$AppClassLoader @ 0x73b2d42e0

Details »

  Problem Suspect 2

34,407 instances of "org.apache.flink.core.memory.HybridMemorySegment", loaded by "sun.misc.Launcher$AppClassLoader @ 0x73b2d42e0" occupy 7,707,168 (10.70%) bytes. 

Keywords
org.apache.flink.core.memory.HybridMemorySegment
sun.misc.Launcher$AppClassLoader @ 0x73b2d42e0

Details »

heap dump2:

Leak Suspects

System Overview

 Leaks 

 Overview

  Problem Suspect 1

21 instances of "org.apache.flink.util.ChildFirstClassLoader", loaded by "sun.misc.Launcher$AppClassLoader @ 0x73b2d42e0" occupy 26,061,408 (30.68%) bytes. 

Biggest instances:

org.apache.flink.util.ChildFirstClassLoader @ 0x73e9e9930 - 1,474,224 (1.74%) bytes. 

org.apache.flink.util.ChildFirstClassLoader @ 0x73edce0b8 - 1,474,224 (1.74%) bytes. 

org.apache.flink.util.ChildFirstClassLoader @ 0x73f1ad7d0 - 1,474,168 (1.74%) bytes. 

org.apache.flink.util.ChildFirstClassLoader @ 0x73f3e5118 - 1,474,168 (1.74%) bytes. 

org.apache.flink.util.ChildFirstClassLoader @ 0x73f5d3fe0 - 1,474,168 (1.74%) bytes. 

org.apache.flink.util.ChildFirstClassLoader @ 0x73ebd8d28 - 1,474,160 (1.74%) bytes. 

org.apache.flink.util.ChildFirstClassLoader @ 0x73efc00c0 - 1,474,160 (1.74%) bytes. 

org.apache.flink.util.ChildFirstClassLoader @ 0x73e2251a8 - 1,474,136 (1.74%) bytes. 

org.apache.flink.util.ChildFirstClassLoader @ 0x73cc24af0 - 1,474,064 (1.74%) bytes. 

org.apache.flink.util.ChildFirstClassLoader @ 0x73cdca3e0 - 1,474,064 (1.74%) bytes. 

org.apache.flink.util.ChildFirstClassLoader @ 0x73cf6f860 - 1,474,064 (1.74%) bytes. 

org.apache.flink.util.ChildFirstClassLoader @ 0x73d114768 - 1,474,064 (1.74%) bytes. 

org.apache.flink.util.ChildFirstClassLoader @ 0x73ca6f878 - 1,474,056 (1.74%) bytes. 

org.apache.flink.util.ChildFirstClassLoader @ 0x73d2b7640 - 1,474,056 (1.74%) bytes. 

org.apache.flink.util.ChildFirstClassLoader @ 0x73d2c1d80 - 1,474,040 (1.74%) bytes. 

org.apache.flink.util.ChildFirstClassLoader @ 0x73c7e2868 - 1,469,720 (1.73%) bytes. 

org.apache.flink.util.ChildFirstClassLoader @ 0x73bf34a98 - 1,460,808 (1.72%) bytes. 

Keywords
org.apache.flink.util.ChildFirstClassLoader
sun.misc.Launcher$AppClassLoader @ 0x73b2d42e0

Details »

  Problem Suspect 2

4 instances of "org.apache.flink.streaming.runtime.tasks.OneInputStreamTask", loaded by "sun.misc.Launcher$AppClassLoader @ 0x73b2d42e0" occupy 11,644,200 (13.71%) bytes. 

Biggest instances:

org.apache.flink.streaming.runtime.tasks.OneInputStreamTask @ 0x73e2d0cb0 - 4,364,536 (5.14%) bytes. 

org.apache.flink.streaming.runtime.tasks.OneInputStreamTask @ 0x73d62fb88 - 3,643,576 (4.29%) bytes. 

org.apache.flink.streaming.runtime.tasks.OneInputStreamTask @ 0x73dae0270 - 3,635,952 (4.28%) bytes. 

Keywords
sun.misc.Launcher$AppClassLoader @ 0x73b2d42e0
org.apache.flink.streaming.runtime.tasks.OneInputStreamTask

Details »