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https://issues.apache.org/jira/browse/KAFKA-12675?page=com.atlassian.jira.plugin.system.issuetabpanels:comment-tabpanel&focusedCommentId=17324358#comment-17324358
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Travis Bischel commented on KAFKA-12675:
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Great insight on getting rid of partition2AllPotentialConsumers, as well as 
keeping some more things sorted! I was able to translate that into my own code 
and dropped the large imbalance from 9.5s to 0.5s, as well as from 8.5G memory 
util to 0.5G :)

I'll take a look at the code more in depth soon.

> Improve sticky general assignor scalability and performance
> -----------------------------------------------------------
>
>                 Key: KAFKA-12675
>                 URL: https://issues.apache.org/jira/browse/KAFKA-12675
>             Project: Kafka
>          Issue Type: Improvement
>            Reporter: Luke Chen
>            Assignee: Luke Chen
>            Priority: Major
>
> Currently, we have "general assignor" for non-equal subscription case and 
> "constrained assignor" for all equal subscription case. There's a performance 
> test for constrained assignor with:
> topicCount = {color:#0000ff}500{color};
>  partitionCount = {color:#0000ff}2000{color}; 
>  consumerCount = {color:#0000ff}2000{color};
> in _testLargeAssignmentAndGroupWithUniformSubscription,_ total 1 million 
> partitions and we can complete the assignment within 2 second in my machine.
> However, if we let 1 of the consumer subscribe to only 1 topic, it'll use 
> "general assignor", and the result with the same setting as above is: 
> *OutOfMemory,* 
>  Even we down the count to:
> topicCount = {color:#0000ff}50{color};
>  partitionCount = 1{color:#0000ff}000{color}; 
>  consumerCount = 1{color:#0000ff}000{color};
> We still got *OutOfMemory*.
> With this setting:
> topicCount = {color:#0000ff}50{color};
>  partitionCount = 8{color:#0000ff}00{color}; 
>  consumerCount = 8{color:#0000ff}00{color};
> We can complete in 10 seconds in my machine, which is still slow.
>  
> Since we are going to set default assignment strategy to 
> "CooperativeStickyAssignor" soon,  we should improve the scalability and 
> performance for sticky general assignor.



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