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https://issues.apache.org/jira/browse/FLINK-5715?page=com.atlassian.jira.plugin.system.issuetabpanels:comment-tabpanel&focusedCommentId=15940820#comment-15940820
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ASF GitHub Bot commented on FLINK-5715:
---------------------------------------

Github user StefanRRichter closed the pull request at:

    https://github.com/apache/flink/pull/3602


> Asynchronous snapshotting for HeapKeyedStateBackend
> ---------------------------------------------------
>
>                 Key: FLINK-5715
>                 URL: https://issues.apache.org/jira/browse/FLINK-5715
>             Project: Flink
>          Issue Type: New Feature
>          Components: State Backends, Checkpointing
>    Affects Versions: 1.3.0
>            Reporter: Stefan Richter
>            Assignee: Stefan Richter
>             Fix For: 1.3.0
>
>
> Blocking snapshots render the HeapKeyedStateBackend practically unusable for 
> many user in productions. Their jobs can not tolerate stopped processing for 
> the time it takes to write gigabytes of data from memory to disk. 
> Asynchronous snapshots would be a solution to this problem. The challenge for 
> the implementation is coming up with a copy-on-write scheme for the in-memory 
> hash maps that build the foundation of this backend. After taking a closer 
> look, this problem is twofold. First, providing CoW semantics for the hashmap 
> itself, as a mutible structure, thereby avoiding costly locking or blocking 
> where possible. Second, CoW for the mutable value objects, e.g. through 
> cloning via serializers.  



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