jobmanager/taskmanager崩溃时恢复作业

l5tcr1uw  于 2021-06-21  发布在  Flink
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当flink作业集群(deployment/pod)在kubernetes上运行时,我们删除jobmanager和taskmanager(kubectl delete pod )。我们发现以前的pod缺少状态,pod运行正常后,rocksdb和checkpoint文件路径从pvc挂载。在pod运行后有没有恢复状态的建议?我仔细检查了密码。我发现检查点没有启用。这是工作无法恢复的根本原因吗?
环境设置如下

RocksDBStateBackend backend = new RocksDBStateBackend(checkPointDataUri + "/checkpoint",true);
        backend.setDbStoragePath(checkPointDataUri + "/RocksDB");
        backend.setNumberOfTransferingThreads(1);

        // add state backend
        env.setStateBackend((StateBackend)backend);

我们能像下面这样启用检查点吗?

env.enableCheckpointing(1000);
        env.getCheckpointConfig().setCheckpointingMode(CheckpointingMode.EXACTLY_ONCE);
        env.getCheckpointConfig().setMinPauseBetweenCheckpoints(500);
        env.getCheckpointConfig().setCheckpointTimeout(60000);
        env.getCheckpointConfig().setMaxConcurrentCheckpoints(1);
        env.getCheckpointConfig().enableExternalizedCheckpoints(CheckpointConfig.ExternalizedCheckpointCleanup.RETAIN_ON_CANCELLATION);

下面是重启日志。

2020-06-09 06:48:11,921 INFO  org.apache.flink.streaming.runtime.tasks.StreamTask           - Configuring application-defined state backend with job/cluster config
2020-06-09 06:48:11,921 INFO  org.apache.flink.streaming.runtime.tasks.StreamTask           - Using application-defined state backend: RocksDBStateBackend{checkpointStreamBackend=File State Backend (checkpoints: 'file:/opt/flink/data/ss-kpi-ewfj8/checkpoint', savepoints: 'null', asynchronous: UNDEFINED, fileStateThreshold: -1), localRocksDbDirectories=[/opt/flink/data/ss-kpi-ewfj8/RocksDB], enableIncrementalCheckpointing=TRUE, numberOfTransferingThreads=1}
2020-06-09 06:48:11,962 INFO  org.apache.flink.streaming.runtime.tasks.StreamTask           - Configuring application-defined state backend with job/cluster config
2020-06-09 06:48:11,941 INFO  org.apache.flink.streaming.runtime.tasks.StreamTask           - Using application-defined state backend: RocksDBStateBackend{checkpointStreamBackend=File State Backend (checkpoints: 'file:/opt/flink/data/ss-kpi-ewfj8/checkpoint', savepoints: 'null', asynchronous: UNDEFINED, fileStateThreshold: -1), localRocksDbDirectories=[/opt/flink/data/ss-kpi-ewfj8/RocksDB], enableIncrementalCheckpointing=TRUE, numberOfTransferingThreads=1}
2020-06-09 06:48:11,962 INFO  org.apache.flink.streaming.runtime.tasks.StreamTask           - Configuring application-defined state backend with job/cluster config
2020-06-09 06:48:11,941 INFO  org.apache.flink.streaming.runtime.tasks.StreamTask           - Using application-defined state backend: RocksDBStateBackend{checkpointStreamBackend=File State Backend (checkpoints: 'file:/opt/flink/data/ss-kpi-ewfj8/checkpoint', savepoints: 'null', asynchronous: UNDEFINED, fileStateThreshold: -1), localRocksDbDirectories=[/opt/flink/data/ss-kpi-ewfj8/RocksDB], enableIncrementalCheckpointing=TRUE, numberOfTransferingThreads=1}
2020-06-09 06:48:11,963 INFO  org.apache.flink.streaming.runtime.tasks.StreamTask           - Configuring application-defined state backend with job/cluster config
2020-06-09 06:48:11,921 INFO  org.apache.flink.streaming.runtime.tasks.StreamTask           - Using application-defined state backend: RocksDBStateBackend{checkpointStreamBackend=File State Backend (checkpoints: 'file:/opt/flink/data/ss-kpi-ewfj8/checkpoint', savepoints: 'null', asynchronous: UNDEFINED, fileStateThreshold: -1), localRocksDbDirectories=[/opt/flink/data/ss-kpi-ewfj8/RocksDB], enableIncrementalCheckpointing=TRUE, numberOfTransferingThreads=1}
2020-06-09 06:48:11,963 INFO  org.apache.flink.streaming.runtime.tasks.StreamTask           - Configuring application-defined state backend with job/cluster config
2020-06-09 06:48:11,963 INFO  org.apache.flink.streaming.runtime.tasks.StreamTask           - Using application-defined state backend: RocksDBStateBackend{checkpointStreamBackend=File State Backend (checkpoints: 'file:/opt/flink/data/ss-kpi-ewfj8/checkpoint', savepoints: 'null', asynchronous: UNDEFINED, fileStateThreshold: -1), localRocksDbDirectories=[/opt/flink/data/ss-kpi-ewfj8/RocksDB], enableIncrementalCheckpointing=TRUE, numberOfTransferingThreads=1}
2020-06-09 06:48:11,963 INFO  org.apache.flink.streaming.runtime.tasks.StreamTask           - Configuring application-defined state backend with job/cluster config
2020-06-09 06:48:11,942 INFO  org.apache.flink.streaming.runtime.tasks.StreamTask           - Using application-defined state backend: RocksDBStateBackend{checkpointStreamBackend=File State Backend (checkpoints: 'file:/opt/flink/data/ss-kpi-ewfj8/checkpoint', savepoints: 'null', asynchronous: UNDEFINED, fileStateThreshold: -1), localRocksDbDirectories=[/opt/flink/data/ss-kpi-ewfj8/RocksDB], enableIncrementalCheckpointing=TRUE, numberOfTransferingThreads=1}
2020-06-09 06:48:11,965 INFO  org.apache.flink.streaming.runtime.tasks.StreamTask           - Configuring application-defined state backend with job/cluster config
2020-06-09 06:48:11,961 INFO  org.apache.flink.streaming.runtime.tasks.StreamTask           - Using application-defined state backend: RocksDBStateBackend{checkpointStreamBackend=File State Backend (checkpoints: 'file:/opt/flink/data/ss-kpi-ewfj8/checkpoint', savepoints: 'null', asynchronous: UNDEFINED, fileStateThreshold: -1), localRocksDbDirectories=[/opt/flink/data/ss-kpi-ewfj8/RocksDB], enableIncrementalCheckpointing=TRUE, numberOfTransferingThreads=1}
2020-06-09 06:48:11,965 INFO  org.apache.flink.streaming.runtime.tasks.StreamTask           - Configuring application-defined state backend with job/cluster config
2020-06-09 06:48:11,942 INFO  org.apache.flink.streaming.runtime.tasks.StreamTask           - Using application-defined state backend: RocksDBStateBackend{checkpointStreamBackend=File State Backend (checkpoints: 'file:/opt/flink/data/ss-kpi-ewfj8/checkpoint', savepoints: 'null', asynchronous: UNDEFINED, fileStateThreshold: -1), localRocksDbDirectories=[/opt/flink/data/ss-kpi-ewfj8/RocksDB], enableIncrementalCheckpointing=TRUE, numberOfTransferingThreads=1}
2020-06-09 06:48:11,981 INFO  org.apache.flink.streaming.runtime.tasks.StreamTask           - Configuring application-defined state backend with job/cluster config
2020-06-09 06:48:11,944 INFO  org.apache.flink.streaming.runtime.tasks.StreamTask           - Using application-defined state backend: RocksDBStateBackend{checkpointStreamBackend=File State Backend (checkpoints: 'file:/opt/flink/data/ss-kpi-ewfj8/checkpoint', savepoints: 'null', asynchronous: UNDEFINED, fileStateThreshold: -1), localRocksDbDirectories=[/opt/flink/data/ss-kpi-ewfj8/RocksDB], enableIncrementalCheckpointing=TRUE, numberOfTransferingThreads=1}
1cosmwyk

1cosmwyk1#

rocksdb和检查点存储在同一个文件系统中是没有意义的。rocksdb应该使用最快的本地文件系统——kubernetes临时存储就可以了。检查点必须存储在某种分布式文件系统中。

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