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Posted to dev@hive.apache.org by Yin Huai <hu...@cse.ohio-state.edu> on 2012/01/29 18:56:48 UTC

Re: Review Request: HIVE-2206: add a new optimizer for query correlation discovery and optimization

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This is an automatically generated e-mail. To reply, visit:
https://reviews.apache.org/r/2001/
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(Updated 2012-01-29 17:56:48.704757)


Review request for hive.


Changes
-------

make the patch compatible with latest trunk (revision 1237253).


Summary
-------

This optimizer exploits intra-query correlations and merges multiple correlated MapReduce jobs into one jobs.


This addresses bug HIVE-2206.
    https://issues.apache.org/jira/browse/HIVE-2206


Diffs (updated)
-----

  trunk/common/src/java/org/apache/hadoop/hive/conf/HiveConf.java 1237326 
  trunk/ql/src/java/org/apache/hadoop/hive/ql/exec/BaseReduceSinkOperator.java PRE-CREATION 
  trunk/ql/src/java/org/apache/hadoop/hive/ql/exec/CorrelationCompositeOperator.java PRE-CREATION 
  trunk/ql/src/java/org/apache/hadoop/hive/ql/exec/CorrelationLocalSimulativeReduceSinkOperator.java PRE-CREATION 
  trunk/ql/src/java/org/apache/hadoop/hive/ql/exec/CorrelationReducerDispatchOperator.java PRE-CREATION 
  trunk/ql/src/java/org/apache/hadoop/hive/ql/exec/ExecReducer.java 1237326 
  trunk/ql/src/java/org/apache/hadoop/hive/ql/exec/Operator.java 1237326 
  trunk/ql/src/java/org/apache/hadoop/hive/ql/exec/OperatorFactory.java 1237326 
  trunk/ql/src/java/org/apache/hadoop/hive/ql/exec/ReduceSinkOperator.java 1237326 
  trunk/ql/src/java/org/apache/hadoop/hive/ql/exec/SMBMapJoinOperator.java 1237326 
  trunk/ql/src/java/org/apache/hadoop/hive/ql/exec/TableScanOperator.java 1237326 
  trunk/ql/src/java/org/apache/hadoop/hive/ql/optimizer/CorrelationOptimizer.java PRE-CREATION 
  trunk/ql/src/java/org/apache/hadoop/hive/ql/optimizer/CorrelationOptimizerUtils.java PRE-CREATION 
  trunk/ql/src/java/org/apache/hadoop/hive/ql/optimizer/GenMapRedUtils.java 1237326 
  trunk/ql/src/java/org/apache/hadoop/hive/ql/optimizer/Optimizer.java 1237326 
  trunk/ql/src/java/org/apache/hadoop/hive/ql/parse/ParseContext.java 1237326 
  trunk/ql/src/java/org/apache/hadoop/hive/ql/parse/SemanticAnalyzer.java 1237326 
  trunk/ql/src/java/org/apache/hadoop/hive/ql/plan/BaseReduceSinkDesc.java PRE-CREATION 
  trunk/ql/src/java/org/apache/hadoop/hive/ql/plan/CorrelationCompositeDesc.java PRE-CREATION 
  trunk/ql/src/java/org/apache/hadoop/hive/ql/plan/CorrelationLocalSimulativeReduceSinkDesc.java PRE-CREATION 
  trunk/ql/src/java/org/apache/hadoop/hive/ql/plan/CorrelationReducerDispatchDesc.java PRE-CREATION 
  trunk/ql/src/java/org/apache/hadoop/hive/ql/plan/MapredWork.java 1237326 
  trunk/ql/src/java/org/apache/hadoop/hive/ql/plan/ReduceSinkDesc.java 1237326 
  trunk/ql/src/java/org/apache/hadoop/hive/ql/plan/TableScanDesc.java 1237326 
  trunk/ql/src/test/org/apache/hadoop/hive/ql/exec/TestExecDriver.java 1237326 
  trunk/ql/src/test/results/compiler/plan/groupby1.q.xml 1237326 
  trunk/ql/src/test/results/compiler/plan/groupby2.q.xml 1237326 
  trunk/ql/src/test/results/compiler/plan/groupby3.q.xml 1237326 
  trunk/ql/src/test/results/compiler/plan/groupby5.q.xml 1237326 

Diff: https://reviews.apache.org/r/2001/diff


Testing
-------


Thanks,

Yin


Re: Review Request: HIVE-2206: add a new optimizer for query correlation discovery and optimization

Posted by Yin Huai <hu...@cse.ohio-state.edu>.

> On 2012-02-10 17:38:09, Kevin Wilfong wrote:
> > I've started reviewing this, here's my comments so far.  I'll continue to look over it.

I will update this patch soon. 


> On 2012-02-10 17:38:09, Kevin Wilfong wrote:
> > trunk/common/src/java/org/apache/hadoop/hive/conf/HiveConf.java, line 453
> > <https://reviews.apache.org/r/2001/diff/4/?file=71297#file71297line453>
> >
> >     Does this have to default to false, does anything break if it's true?
> >     
> >     Similarly, have you tried running the tests with this set to true?

I have not tried running the tests with this set to true. I will do it when I find a revision which can pass all unit tests (btw, any suggestion on which revision should I use?). In my opinion, since this optimizer is kind of complicated and it is still being developed, it will be safer to default it to false and let users to decide when to use it than default it to true.


> On 2012-02-10 17:38:09, Kevin Wilfong wrote:
> > trunk/ql/src/java/org/apache/hadoop/hive/ql/exec/CorrelationCompositeOperator.java, line 101
> > <https://reviews.apache.org/r/2001/diff/4/?file=71299#file71299line101>
> >
> >     It's not clear to me why we need both setRowNumber and processOp.

Since a CorrelationCompositeOperator may have multiple parents, I used a buffer to store the output of parents of the CorrelationCompositeOperator (shown processOp method). The TableScanOperator will trigger the setRowNumber method and then CorrelationCompositeOperator will decide the operationPathTags of this row based on the contents in the buffer and then forward the row in its buffer to its child. So, setRowNumber in here is used to evaluate the operationPathTags of the row in the buffer before the CorrelationCompositeOperator gets the new row. 


> On 2012-02-10 17:38:09, Kevin Wilfong wrote:
> > trunk/ql/src/java/org/apache/hadoop/hive/ql/exec/CorrelationCompositeOperator.java, lines 150-177
> > <https://reviews.apache.org/r/2001/diff/4/?file=71299#file71299line150>
> >
> >     Putting this code in a helper method would be better than having it both here and in setRowNumber.

I will do it. 


> On 2012-02-10 17:38:09, Kevin Wilfong wrote:
> > trunk/ql/src/java/org/apache/hadoop/hive/ql/exec/CorrelationLocalSimulativeReduceSinkOperator.java, line 274
> > <https://reviews.apache.org/r/2001/diff/4/?file=71300#file71300line274>
> >
> >     Does this commented out code need to be kept?

This commented out code is not needed. I will delete it. 


> On 2012-02-10 17:38:09, Kevin Wilfong wrote:
> > trunk/ql/src/java/org/apache/hadoop/hive/ql/exec/Operator.java, line 1337
> > <https://reviews.apache.org/r/2001/diff/4/?file=71303#file71303line1337>
> >
> >     I couldn't find a CorrelationFakeReduceSinkOperator class.

CorrelationLocalSimulativeReduceSinkOperator was named as CorrelationFakeReduceSinkOperator. I will use the right name in the comment. 


> On 2012-02-10 17:38:09, Kevin Wilfong wrote:
> > trunk/ql/src/java/org/apache/hadoop/hive/ql/exec/ReduceSinkOperator.java, line 273
> > <https://reviews.apache.org/r/2001/diff/4/?file=71305#file71305line273>
> >
> >     Tabs are bad, could you change them to spaces, at least in the new code your introducing.

I will change the format of my code. Thanks for letting me know.


> On 2012-02-10 17:38:09, Kevin Wilfong wrote:
> > trunk/ql/src/java/org/apache/hadoop/hive/ql/optimizer/CorrelationOptimizer.java, line 239
> > <https://reviews.apache.org/r/2001/diff/4/?file=71308#file71308line239>
> >
> >     I take it from this line it's a requirement that in order for this correlation optimization to be attempted every reduce sink has to be followed only by children with a single child.
> >     
> >     Could this be relaxed?  Could the optimization simply not be applied if there is an operator between two ReduceSinks that has more than one child?
> >     
> >     Also, if there is a ReduceSink which is not followed by another ReduceSink, but is followed by an operator with more than one child, this prevents the optimization from being used, even though it shouldn't have an effect.
> >     
> >     Also, regarding checking if the size <=1, if the size <1 the next line will throw an exception.

Only "assert op.getChildOperators().size() > 0;" is needed at here. Thank you for letting me know. 


> On 2012-02-10 17:38:09, Kevin Wilfong wrote:
> > trunk/ql/src/java/org/apache/hadoop/hive/ql/optimizer/CorrelationOptimizer.java, line 335
> > <https://reviews.apache.org/r/2001/diff/4/?file=71308#file71308line335>
> >
> >     findNextChildReduceSinkOperator can return null, do you need to check for this?

findNextChildReduceSinkOperator will not return null since its input will not be the last ReduceSinkOperator before the FileSinkOperator. For example, suppose that we have a plan tree like (some operators)->RS1->(some operators)->RS2->(some operators)->FS. The input of findNextChildReduceSinkOperator will not be RS2. I will add an assertion and a comment after this line. 


- Yin


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This is an automatically generated e-mail. To reply, visit:
https://reviews.apache.org/r/2001/#review4912
-----------------------------------------------------------


On 2012-01-29 17:56:48, Yin Huai wrote:
> 
> -----------------------------------------------------------
> This is an automatically generated e-mail. To reply, visit:
> https://reviews.apache.org/r/2001/
> -----------------------------------------------------------
> 
> (Updated 2012-01-29 17:56:48)
> 
> 
> Review request for hive.
> 
> 
> Summary
> -------
> 
> This optimizer exploits intra-query correlations and merges multiple correlated MapReduce jobs into one jobs.
> 
> 
> This addresses bug HIVE-2206.
>     https://issues.apache.org/jira/browse/HIVE-2206
> 
> 
> Diffs
> -----
> 
>   trunk/common/src/java/org/apache/hadoop/hive/conf/HiveConf.java 1237326 
>   trunk/ql/src/java/org/apache/hadoop/hive/ql/exec/BaseReduceSinkOperator.java PRE-CREATION 
>   trunk/ql/src/java/org/apache/hadoop/hive/ql/exec/CorrelationCompositeOperator.java PRE-CREATION 
>   trunk/ql/src/java/org/apache/hadoop/hive/ql/exec/CorrelationLocalSimulativeReduceSinkOperator.java PRE-CREATION 
>   trunk/ql/src/java/org/apache/hadoop/hive/ql/exec/CorrelationReducerDispatchOperator.java PRE-CREATION 
>   trunk/ql/src/java/org/apache/hadoop/hive/ql/exec/ExecReducer.java 1237326 
>   trunk/ql/src/java/org/apache/hadoop/hive/ql/exec/Operator.java 1237326 
>   trunk/ql/src/java/org/apache/hadoop/hive/ql/exec/OperatorFactory.java 1237326 
>   trunk/ql/src/java/org/apache/hadoop/hive/ql/exec/ReduceSinkOperator.java 1237326 
>   trunk/ql/src/java/org/apache/hadoop/hive/ql/exec/SMBMapJoinOperator.java 1237326 
>   trunk/ql/src/java/org/apache/hadoop/hive/ql/exec/TableScanOperator.java 1237326 
>   trunk/ql/src/java/org/apache/hadoop/hive/ql/optimizer/CorrelationOptimizer.java PRE-CREATION 
>   trunk/ql/src/java/org/apache/hadoop/hive/ql/optimizer/CorrelationOptimizerUtils.java PRE-CREATION 
>   trunk/ql/src/java/org/apache/hadoop/hive/ql/optimizer/GenMapRedUtils.java 1237326 
>   trunk/ql/src/java/org/apache/hadoop/hive/ql/optimizer/Optimizer.java 1237326 
>   trunk/ql/src/java/org/apache/hadoop/hive/ql/parse/ParseContext.java 1237326 
>   trunk/ql/src/java/org/apache/hadoop/hive/ql/parse/SemanticAnalyzer.java 1237326 
>   trunk/ql/src/java/org/apache/hadoop/hive/ql/plan/BaseReduceSinkDesc.java PRE-CREATION 
>   trunk/ql/src/java/org/apache/hadoop/hive/ql/plan/CorrelationCompositeDesc.java PRE-CREATION 
>   trunk/ql/src/java/org/apache/hadoop/hive/ql/plan/CorrelationLocalSimulativeReduceSinkDesc.java PRE-CREATION 
>   trunk/ql/src/java/org/apache/hadoop/hive/ql/plan/CorrelationReducerDispatchDesc.java PRE-CREATION 
>   trunk/ql/src/java/org/apache/hadoop/hive/ql/plan/MapredWork.java 1237326 
>   trunk/ql/src/java/org/apache/hadoop/hive/ql/plan/ReduceSinkDesc.java 1237326 
>   trunk/ql/src/java/org/apache/hadoop/hive/ql/plan/TableScanDesc.java 1237326 
>   trunk/ql/src/test/org/apache/hadoop/hive/ql/exec/TestExecDriver.java 1237326 
>   trunk/ql/src/test/results/compiler/plan/groupby1.q.xml 1237326 
>   trunk/ql/src/test/results/compiler/plan/groupby2.q.xml 1237326 
>   trunk/ql/src/test/results/compiler/plan/groupby3.q.xml 1237326 
>   trunk/ql/src/test/results/compiler/plan/groupby5.q.xml 1237326 
> 
> Diff: https://reviews.apache.org/r/2001/diff
> 
> 
> Testing
> -------
> 
> 
> Thanks,
> 
> Yin
> 
>


Re: Review Request: HIVE-2206: add a new optimizer for query correlation discovery and optimization

Posted by Kevin Wilfong <ke...@fb.com>.
-----------------------------------------------------------
This is an automatically generated e-mail. To reply, visit:
https://reviews.apache.org/r/2001/#review4912
-----------------------------------------------------------


I've started reviewing this, here's my comments so far.  I'll continue to look over it.


trunk/common/src/java/org/apache/hadoop/hive/conf/HiveConf.java
<https://reviews.apache.org/r/2001/#comment11010>

    Does this have to default to false, does anything break if it's true?
    
    Similarly, have you tried running the tests with this set to true?



trunk/ql/src/java/org/apache/hadoop/hive/ql/exec/CorrelationCompositeOperator.java
<https://reviews.apache.org/r/2001/#comment10818>

    It's not clear to me why we need both setRowNumber and processOp.



trunk/ql/src/java/org/apache/hadoop/hive/ql/exec/CorrelationCompositeOperator.java
<https://reviews.apache.org/r/2001/#comment10817>

    Putting this code in a helper method would be better than having it both here and in setRowNumber.



trunk/ql/src/java/org/apache/hadoop/hive/ql/exec/CorrelationLocalSimulativeReduceSinkOperator.java
<https://reviews.apache.org/r/2001/#comment10819>

    Does this commented out code need to be kept?



trunk/ql/src/java/org/apache/hadoop/hive/ql/exec/Operator.java
<https://reviews.apache.org/r/2001/#comment10820>

    I couldn't find a CorrelationFakeReduceSinkOperator class.



trunk/ql/src/java/org/apache/hadoop/hive/ql/exec/ReduceSinkOperator.java
<https://reviews.apache.org/r/2001/#comment10821>

    Tabs are bad, could you change them to spaces, at least in the new code your introducing.



trunk/ql/src/java/org/apache/hadoop/hive/ql/optimizer/CorrelationOptimizer.java
<https://reviews.apache.org/r/2001/#comment10850>

    I take it from this line it's a requirement that in order for this correlation optimization to be attempted every reduce sink has to be followed only by children with a single child.
    
    Could this be relaxed?  Could the optimization simply not be applied if there is an operator between two ReduceSinks that has more than one child?
    
    Also, if there is a ReduceSink which is not followed by another ReduceSink, but is followed by an operator with more than one child, this prevents the optimization from being used, even though it shouldn't have an effect.
    
    Also, regarding checking if the size <=1, if the size <1 the next line will throw an exception.



trunk/ql/src/java/org/apache/hadoop/hive/ql/optimizer/CorrelationOptimizer.java
<https://reviews.apache.org/r/2001/#comment10851>

    findNextChildReduceSinkOperator can return null, do you need to check for this?


- Kevin


On 2012-01-29 17:56:48, Yin Huai wrote:
> 
> -----------------------------------------------------------
> This is an automatically generated e-mail. To reply, visit:
> https://reviews.apache.org/r/2001/
> -----------------------------------------------------------
> 
> (Updated 2012-01-29 17:56:48)
> 
> 
> Review request for hive.
> 
> 
> Summary
> -------
> 
> This optimizer exploits intra-query correlations and merges multiple correlated MapReduce jobs into one jobs.
> 
> 
> This addresses bug HIVE-2206.
>     https://issues.apache.org/jira/browse/HIVE-2206
> 
> 
> Diffs
> -----
> 
>   trunk/common/src/java/org/apache/hadoop/hive/conf/HiveConf.java 1237326 
>   trunk/ql/src/java/org/apache/hadoop/hive/ql/exec/BaseReduceSinkOperator.java PRE-CREATION 
>   trunk/ql/src/java/org/apache/hadoop/hive/ql/exec/CorrelationCompositeOperator.java PRE-CREATION 
>   trunk/ql/src/java/org/apache/hadoop/hive/ql/exec/CorrelationLocalSimulativeReduceSinkOperator.java PRE-CREATION 
>   trunk/ql/src/java/org/apache/hadoop/hive/ql/exec/CorrelationReducerDispatchOperator.java PRE-CREATION 
>   trunk/ql/src/java/org/apache/hadoop/hive/ql/exec/ExecReducer.java 1237326 
>   trunk/ql/src/java/org/apache/hadoop/hive/ql/exec/Operator.java 1237326 
>   trunk/ql/src/java/org/apache/hadoop/hive/ql/exec/OperatorFactory.java 1237326 
>   trunk/ql/src/java/org/apache/hadoop/hive/ql/exec/ReduceSinkOperator.java 1237326 
>   trunk/ql/src/java/org/apache/hadoop/hive/ql/exec/SMBMapJoinOperator.java 1237326 
>   trunk/ql/src/java/org/apache/hadoop/hive/ql/exec/TableScanOperator.java 1237326 
>   trunk/ql/src/java/org/apache/hadoop/hive/ql/optimizer/CorrelationOptimizer.java PRE-CREATION 
>   trunk/ql/src/java/org/apache/hadoop/hive/ql/optimizer/CorrelationOptimizerUtils.java PRE-CREATION 
>   trunk/ql/src/java/org/apache/hadoop/hive/ql/optimizer/GenMapRedUtils.java 1237326 
>   trunk/ql/src/java/org/apache/hadoop/hive/ql/optimizer/Optimizer.java 1237326 
>   trunk/ql/src/java/org/apache/hadoop/hive/ql/parse/ParseContext.java 1237326 
>   trunk/ql/src/java/org/apache/hadoop/hive/ql/parse/SemanticAnalyzer.java 1237326 
>   trunk/ql/src/java/org/apache/hadoop/hive/ql/plan/BaseReduceSinkDesc.java PRE-CREATION 
>   trunk/ql/src/java/org/apache/hadoop/hive/ql/plan/CorrelationCompositeDesc.java PRE-CREATION 
>   trunk/ql/src/java/org/apache/hadoop/hive/ql/plan/CorrelationLocalSimulativeReduceSinkDesc.java PRE-CREATION 
>   trunk/ql/src/java/org/apache/hadoop/hive/ql/plan/CorrelationReducerDispatchDesc.java PRE-CREATION 
>   trunk/ql/src/java/org/apache/hadoop/hive/ql/plan/MapredWork.java 1237326 
>   trunk/ql/src/java/org/apache/hadoop/hive/ql/plan/ReduceSinkDesc.java 1237326 
>   trunk/ql/src/java/org/apache/hadoop/hive/ql/plan/TableScanDesc.java 1237326 
>   trunk/ql/src/test/org/apache/hadoop/hive/ql/exec/TestExecDriver.java 1237326 
>   trunk/ql/src/test/results/compiler/plan/groupby1.q.xml 1237326 
>   trunk/ql/src/test/results/compiler/plan/groupby2.q.xml 1237326 
>   trunk/ql/src/test/results/compiler/plan/groupby3.q.xml 1237326 
>   trunk/ql/src/test/results/compiler/plan/groupby5.q.xml 1237326 
> 
> Diff: https://reviews.apache.org/r/2001/diff
> 
> 
> Testing
> -------
> 
> 
> Thanks,
> 
> Yin
> 
>


Re: Review Request: HIVE-2206: add a new optimizer for query correlation discovery and optimization

Posted by Yin Huai <hu...@cse.ohio-state.edu>.
-----------------------------------------------------------
This is an automatically generated e-mail. To reply, visit:
https://reviews.apache.org/r/2001/
-----------------------------------------------------------

(Updated 2012-02-10 20:49:01.177796)


Review request for hive.


Changes
-------

updated patch on revision 1237253. Will generate the patch based on the latest trunk latter. 


Summary
-------

This optimizer exploits intra-query correlations and merges multiple correlated MapReduce jobs into one jobs.


This addresses bug HIVE-2206.
    https://issues.apache.org/jira/browse/HIVE-2206


Diffs (updated)
-----

  trunk/common/src/java/org/apache/hadoop/hive/conf/HiveConf.java 1237326 
  trunk/ql/src/java/org/apache/hadoop/hive/ql/exec/BaseReduceSinkOperator.java PRE-CREATION 
  trunk/ql/src/java/org/apache/hadoop/hive/ql/exec/CorrelationCompositeOperator.java PRE-CREATION 
  trunk/ql/src/java/org/apache/hadoop/hive/ql/exec/CorrelationLocalSimulativeReduceSinkOperator.java PRE-CREATION 
  trunk/ql/src/java/org/apache/hadoop/hive/ql/exec/CorrelationReducerDispatchOperator.java PRE-CREATION 
  trunk/ql/src/java/org/apache/hadoop/hive/ql/exec/ExecReducer.java 1237326 
  trunk/ql/src/java/org/apache/hadoop/hive/ql/exec/Operator.java 1237326 
  trunk/ql/src/java/org/apache/hadoop/hive/ql/exec/OperatorFactory.java 1237326 
  trunk/ql/src/java/org/apache/hadoop/hive/ql/exec/ReduceSinkOperator.java 1237326 
  trunk/ql/src/java/org/apache/hadoop/hive/ql/exec/SMBMapJoinOperator.java 1237326 
  trunk/ql/src/java/org/apache/hadoop/hive/ql/exec/TableScanOperator.java 1237326 
  trunk/ql/src/java/org/apache/hadoop/hive/ql/optimizer/CorrelationOptimizer.java PRE-CREATION 
  trunk/ql/src/java/org/apache/hadoop/hive/ql/optimizer/CorrelationOptimizerUtils.java PRE-CREATION 
  trunk/ql/src/java/org/apache/hadoop/hive/ql/optimizer/GenMapRedUtils.java 1237326 
  trunk/ql/src/java/org/apache/hadoop/hive/ql/optimizer/Optimizer.java 1237326 
  trunk/ql/src/java/org/apache/hadoop/hive/ql/parse/ParseContext.java 1237326 
  trunk/ql/src/java/org/apache/hadoop/hive/ql/parse/SemanticAnalyzer.java 1237326 
  trunk/ql/src/java/org/apache/hadoop/hive/ql/plan/BaseReduceSinkDesc.java PRE-CREATION 
  trunk/ql/src/java/org/apache/hadoop/hive/ql/plan/CorrelationCompositeDesc.java PRE-CREATION 
  trunk/ql/src/java/org/apache/hadoop/hive/ql/plan/CorrelationLocalSimulativeReduceSinkDesc.java PRE-CREATION 
  trunk/ql/src/java/org/apache/hadoop/hive/ql/plan/CorrelationReducerDispatchDesc.java PRE-CREATION 
  trunk/ql/src/java/org/apache/hadoop/hive/ql/plan/MapredWork.java 1237326 
  trunk/ql/src/java/org/apache/hadoop/hive/ql/plan/ReduceSinkDesc.java 1237326 
  trunk/ql/src/java/org/apache/hadoop/hive/ql/plan/TableScanDesc.java 1237326 
  trunk/ql/src/test/org/apache/hadoop/hive/ql/exec/TestExecDriver.java 1237326 
  trunk/ql/src/test/results/compiler/plan/groupby1.q.xml 1237326 
  trunk/ql/src/test/results/compiler/plan/groupby2.q.xml 1237326 
  trunk/ql/src/test/results/compiler/plan/groupby3.q.xml 1237326 
  trunk/ql/src/test/results/compiler/plan/groupby5.q.xml 1237326 

Diff: https://reviews.apache.org/r/2001/diff


Testing
-------


Thanks,

Yin