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https://issues.apache.org/jira/browse/CASSANDRA-6271?page=com.atlassian.jira.plugin.system.issuetabpanels:comment-tabpanel&focusedCommentId=13859191#comment-13859191
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Jonathan Ellis commented on CASSANDRA-6271:
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The way Stack abuses succ/prev mutation to both construct a path and navigate 
it confuses the hell out of me.  

Wouldn't it be a lot simpler to add a Previous node reference (e.g. the first 
reference in the Object[] node)?  Then we wouldn't need to construct the 
Object[][] at all in Stack or poorly defined depth semantics; we'd just need a 
node and an index; almost all the complexity goes away from succ/prev.

> Replace SnapTree in AtomicSortedColumns
> ---------------------------------------
>
>                 Key: CASSANDRA-6271
>                 URL: https://issues.apache.org/jira/browse/CASSANDRA-6271
>             Project: Cassandra
>          Issue Type: Improvement
>            Reporter: Benedict
>            Assignee: Benedict
>              Labels: performance
>         Attachments: oprate.svg
>
>
> On the write path a huge percentage of time is spent in GC (>50% in my tests, 
> if accounting for slow down due to parallel marking). SnapTrees are both GC 
> unfriendly due to their structure and also very expensive to keep around - 
> each column name in AtomicSortedColumns uses > 100 bytes on average 
> (excluding the actual ByteBuffer).
> I suggest using a sorted array; changes are supplied at-once, as opposed to 
> one at a time, and if < 10% of the keys in the array change (and data equal 
> to < 10% of the size of the key array) we simply overlay a new array of 
> changes only over the top. Otherwise we rewrite the array. This method should 
> ensure much less GC overhead, and also save approximately 80% of the current 
> memory overhead.
> TreeMap is similarly difficult object for the GC, and a related task might be 
> to remove it where not strictly necessary, even though we don't keep them 
> hanging around for long. TreeMapBackedSortedColumns, for instance, seems to 
> be used in a lot of places where we could simply sort the columns.



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