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https://issues.apache.org/jira/browse/FLINK-5715?page=com.atlassian.jira.plugin.system.issuetabpanels:comment-tabpanel&focusedCommentId=15899686#comment-15899686
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ASF GitHub Bot commented on FLINK-5715:
---------------------------------------

Github user aljoscha commented on a diff in the pull request:

    https://github.com/apache/flink/pull/3466#discussion_r104675456
  
    --- Diff: 
flink-runtime/src/main/java/org/apache/flink/runtime/state/heap/NestedMapsStateTable.java
 ---
    @@ -0,0 +1,319 @@
    +/*
    + * Licensed to the Apache Software Foundation (ASF) under one
    + * or more contributor license agreements.  See the NOTICE file
    + * distributed with this work for additional information
    + * regarding copyright ownership.  The ASF licenses this file
    + * to you under the Apache License, Version 2.0 (the
    + * "License"); you may not use this file except in compliance
    + * with the License.  You may obtain a copy of the License at
    + *
    + *     http://www.apache.org/licenses/LICENSE-2.0
    + *
    + * Unless required by applicable law or agreed to in writing, software
    + * distributed under the License is distributed on an "AS IS" BASIS,
    + * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
    + * See the License for the specific language governing permissions and
    + * limitations under the License.
    + */
    +package org.apache.flink.runtime.state.heap;
    +
    +import org.apache.flink.annotation.VisibleForTesting;
    +import org.apache.flink.api.common.typeutils.TypeSerializer;
    +import org.apache.flink.core.memory.DataOutputView;
    +import org.apache.flink.runtime.state.KeyGroupRangeAssignment;
    +import org.apache.flink.runtime.state.RegisteredBackendStateMetaInfo;
    +
    +import java.io.IOException;
    +import java.util.HashMap;
    +import java.util.Map;
    +
    +/**
    + * This implementation of {@link StateTable} is based on the Flink 1.2 
implementation, using nested {@link HashMap}
    --- End diff --
    
    I think it's not necessary to mention Flink 1.2. The description you gave 
should be enough.


> 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
>
> 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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