Impala Public Jenkins has submitted this change and it was merged.
Change subject: IMPALA-4787: Optimize APPX_MEDIAN() memory usage
..
IMPALA-4787: Optimize APPX_MEDIAN() memory usage
Before this change, ReservoirSample functio
Impala Public Jenkins has posted comments on this change.
Change subject: IMPALA-4787: Optimize APPX_MEDIAN() memory usage
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Patch Set 17: Verified+1
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Change subject: IMPALA-4787: Optimize APPX_MEDIAN() memory usage
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Patch Set 17:
Build started: http://jenkins.impala.io:8080/job/gerrit-verify-dryrun/381/
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To view
Taras Bobrovytsky has posted comments on this change.
Change subject: IMPALA-4787: Optimize APPX_MEDIAN() memory usage
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Patch Set 17: Code-Review+2
Forgot to update the alloc test. Made the tiny change to the test. Forwarding
Taras Bobrovytsky has uploaded a new patch set (#17).
Change subject: IMPALA-4787: Optimize APPX_MEDIAN() memory usage
..
IMPALA-4787: Optimize APPX_MEDIAN() memory usage
Before this change, ReservoirSample functions (such as AP
Hello Marcel Kornacker, Impala Public Jenkins, Matthew Jacobs, Alex Behm,
I'd like you to reexamine a change. Please visit
http://gerrit.cloudera.org:8080/6025
to look at the new patch set (#17).
Change subject: IMPALA-4787: Optimize APPX_MEDIAN() memory usage
.
Impala Public Jenkins has posted comments on this change.
Change subject: IMPALA-4787: Optimize APPX_MEDIAN() memory usage
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Patch Set 16: Verified-1
Build failed: http://jenkins.impala.io:8080/job/gerrit-verify-dryrun/378/
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Taras Bobrovytsky has posted comments on this change.
Change subject: IMPALA-4787: Optimize APPX_MEDIAN() memory usage
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Patch Set 16:
Thanks for all the reviews, Alex, Jim, MJ, Mostafa, Marcel!
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Impala Public Jenkins has posted comments on this change.
Change subject: IMPALA-4787: Optimize APPX_MEDIAN() memory usage
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Patch Set 16:
Build started: http://jenkins.impala.io:8080/job/gerrit-verify-dryrun/378/
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Marcel Kornacker has posted comments on this change.
Change subject: IMPALA-4787: Optimize APPX_MEDIAN() memory usage
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Patch Set 16: Code-Review+2
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To unsubscribe, visit
Taras Bobrovytsky has posted comments on this change.
Change subject: IMPALA-4787: Optimize APPX_MEDIAN() memory usage
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Patch Set 15:
(4 comments)
http://gerrit.cloudera.org:8080/#/c/6025/15/be/src/exprs/aggregate-functions-
Taras Bobrovytsky has uploaded a new patch set (#16).
Change subject: IMPALA-4787: Optimize APPX_MEDIAN() memory usage
..
IMPALA-4787: Optimize APPX_MEDIAN() memory usage
Before this change, ReservoirSample functions (such as AP
Hello Matthew Jacobs, Alex Behm,
I'd like you to reexamine a change. Please visit
http://gerrit.cloudera.org:8080/6025
to look at the new patch set (#16).
Change subject: IMPALA-4787: Optimize APPX_MEDIAN() memory usage
..
Hello Matthew Jacobs, Alex Behm,
I'd like you to reexamine a change. Please visit
http://gerrit.cloudera.org:8080/6025
to look at the new patch set (#16).
Change subject: IMPALA-4787: Optimize APPX_MEDIAN() memory usage
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Marcel Kornacker has posted comments on this change.
Change subject: IMPALA-4787: Optimize APPX_MEDIAN() memory usage
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Patch Set 15:
(4 comments)
http://gerrit.cloudera.org:8080/#/c/6025/15/be/src/exprs/aggregate-functions-i
Taras Bobrovytsky has uploaded a new patch set (#15).
Change subject: IMPALA-4787: Optimize APPX_MEDIAN() memory usage
..
IMPALA-4787: Optimize APPX_MEDIAN() memory usage
Before this change, ReservoirSample functions (such as AP
Hello Matthew Jacobs, Alex Behm,
I'd like you to reexamine a change. Please visit
http://gerrit.cloudera.org:8080/6025
to look at the new patch set (#15).
Change subject: IMPALA-4787: Optimize APPX_MEDIAN() memory usage
..
Taras Bobrovytsky has posted comments on this change.
Change subject: IMPALA-4787: Optimize APPX_MEDIAN() memory usage
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Patch Set 14:
(10 comments)
http://gerrit.cloudera.org:8080/#/c/6025/14/be/src/exprs/aggregate-functions
Hello Matthew Jacobs, Alex Behm,
I'd like you to reexamine a change. Please visit
http://gerrit.cloudera.org:8080/6025
to look at the new patch set (#15).
Change subject: IMPALA-4787: Optimize APPX_MEDIAN() memory usage
..
Hello Matthew Jacobs, Alex Behm,
I'd like you to reexamine a change. Please visit
http://gerrit.cloudera.org:8080/6025
to look at the new patch set (#16).
Change subject: IMPALA-4787: Optimize APPX_MEDIAN() memory usage
..
Hello Matthew Jacobs, Alex Behm,
I'd like you to reexamine a change. Please visit
http://gerrit.cloudera.org:8080/6025
to look at the new patch set (#15).
Change subject: IMPALA-4787: Optimize APPX_MEDIAN() memory usage
..
Marcel Kornacker has posted comments on this change.
Change subject: IMPALA-4787: Optimize APPX_MEDIAN() memory usage
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Patch Set 14:
(10 comments)
http://gerrit.cloudera.org:8080/#/c/6025/14/be/src/exprs/aggregate-functions-
Taras Bobrovytsky has uploaded a new patch set (#14).
Change subject: IMPALA-4787: Optimize APPX_MEDIAN() memory usage
..
IMPALA-4787: Optimize APPX_MEDIAN() memory usage
Before this change, ReservoirSample functions (such as AP
Taras Bobrovytsky has posted comments on this change.
Change subject: IMPALA-4787: Optimize APPX_MEDIAN() memory usage
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Patch Set 13:
(5 comments)
http://gerrit.cloudera.org:8080/#/c/6025/13/be/src/exprs/aggregate-functions-
Hello Matthew Jacobs, Alex Behm,
I'd like you to reexamine a change. Please visit
http://gerrit.cloudera.org:8080/6025
to look at the new patch set (#14).
Change subject: IMPALA-4787: Optimize APPX_MEDIAN() memory usage
..
Hello Matthew Jacobs, Alex Behm,
I'd like you to reexamine a change. Please visit
http://gerrit.cloudera.org:8080/6025
to look at the new patch set (#14).
Change subject: IMPALA-4787: Optimize APPX_MEDIAN() memory usage
..
Hello Matthew Jacobs, Alex Behm,
I'd like you to reexamine a change. Please visit
http://gerrit.cloudera.org:8080/6025
to look at the new patch set (#14).
Change subject: IMPALA-4787: Optimize APPX_MEDIAN() memory usage
..
Hello Matthew Jacobs, Alex Behm,
I'd like you to reexamine a change. Please visit
http://gerrit.cloudera.org:8080/6025
to look at the new patch set (#14).
Change subject: IMPALA-4787: Optimize APPX_MEDIAN() memory usage
..
Hello Matthew Jacobs, Alex Behm,
I'd like you to reexamine a change. Please visit
http://gerrit.cloudera.org:8080/6025
to look at the new patch set (#14).
Change subject: IMPALA-4787: Optimize APPX_MEDIAN() memory usage
..
Matthew Jacobs has posted comments on this change.
Change subject: IMPALA-4787: Optimize APPX_MEDIAN() memory usage
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Patch Set 13:
(5 comments)
http://gerrit.cloudera.org:8080/#/c/6025/13/be/src/exprs/aggregate-functions-ir.
Hello Matthew Jacobs, Alex Behm,
I'd like you to reexamine a change. Please visit
http://gerrit.cloudera.org:8080/6025
to look at the new patch set (#13).
Change subject: IMPALA-4787: Optimize APPX_MEDIAN() memory usage
..
Taras Bobrovytsky has uploaded a new patch set (#13).
Change subject: IMPALA-4787: Optimize APPX_MEDIAN() memory usage
..
IMPALA-4787: Optimize APPX_MEDIAN() memory usage
Before this change, ReservoirSample functions (such as AP
Hello Matthew Jacobs, Alex Behm,
I'd like you to reexamine a change. Please visit
http://gerrit.cloudera.org:8080/6025
to look at the new patch set (#13).
Change subject: IMPALA-4787: Optimize APPX_MEDIAN() memory usage
..
Taras Bobrovytsky has posted comments on this change.
Change subject: IMPALA-4787: Optimize APPX_MEDIAN() memory usage
..
Patch Set 12:
(7 comments)
http://gerrit.cloudera.org:8080/#/c/6025/12/be/src/exprs/aggregate-functions-
Hello Matthew Jacobs, Alex Behm,
I'd like you to reexamine a change. Please visit
http://gerrit.cloudera.org:8080/6025
to look at the new patch set (#13).
Change subject: IMPALA-4787: Optimize APPX_MEDIAN() memory usage
..
Matthew Jacobs has posted comments on this change.
Change subject: IMPALA-4787: Optimize APPX_MEDIAN() memory usage
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Patch Set 12:
(7 comments)
http://gerrit.cloudera.org:8080/#/c/6025/12/be/src/exprs/aggregate-functions-ir.
Taras Bobrovytsky has posted comments on this change.
Change subject: IMPALA-4787: Optimize APPX_MEDIAN() memory usage
..
Patch Set 12:
Added skipping doublings in the merge case.
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To view, visit http://gerrit.cloudera.org:
Taras Bobrovytsky has uploaded a new patch set (#12).
Change subject: IMPALA-4787: Optimize APPX_MEDIAN() memory usage
..
IMPALA-4787: Optimize APPX_MEDIAN() memory usage
Before this change, ReservoirSample functions (such as AP
Hello Matthew Jacobs, Alex Behm,
I'd like you to reexamine a change. Please visit
http://gerrit.cloudera.org:8080/6025
to look at the new patch set (#12).
Change subject: IMPALA-4787: Optimize APPX_MEDIAN() memory usage
..
Matthew Jacobs has posted comments on this change.
Change subject: IMPALA-4787: Optimize APPX_MEDIAN() memory usage
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Patch Set 11:
> After talking to Alex, I completely rewrote the patch and reran the
> benchmarks. The state
Taras Bobrovytsky has posted comments on this change.
Change subject: IMPALA-4787: Optimize APPX_MEDIAN() memory usage
..
Patch Set 11:
After talking to Alex, I completely rewrote the patch and reran the benchmarks.
The state
Taras Bobrovytsky has uploaded a new patch set (#11).
Change subject: IMPALA-4787: Optimize APPX_MEDIAN() memory usage
..
IMPALA-4787: Optimize APPX_MEDIAN() memory usage
Before this change, ReservoirSample functions (such as AP
Hello Matthew Jacobs, Alex Behm,
I'd like you to reexamine a change. Please visit
http://gerrit.cloudera.org:8080/6025
to look at the new patch set (#11).
Change subject: IMPALA-4787: Optimize APPX_MEDIAN() memory usage
..
Taras Bobrovytsky has posted comments on this change.
Change subject: IMPALA-4787: Optimize APPX_MEDIAN() memory usage
..
Patch Set 10:
(3 comments)
http://gerrit.cloudera.org:8080/#/c/6025/10/be/src/exprs/aggregate-functions-
Marcel Kornacker has posted comments on this change.
Change subject: IMPALA-4787: Optimize APPX_MEDIAN() memory usage
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Patch Set 10:
(3 comments)
http://gerrit.cloudera.org:8080/#/c/6025/10/be/src/exprs/aggregate-functions-i
Taras Bobrovytsky has posted comments on this change.
Change subject: IMPALA-4787: Optimize APPX_MEDIAN() memory usage
..
Patch Set 10:
Fixed some minor errors in comments in patch 10.
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Taras Bobrovytsky has uploaded a new patch set (#10).
Change subject: IMPALA-4787: Optimize APPX_MEDIAN() memory usage
..
IMPALA-4787: Optimize APPX_MEDIAN() memory usage
Before this change, ReservoirSample functions (such as AP
Hello Matthew Jacobs, Alex Behm,
I'd like you to reexamine a change. Please visit
http://gerrit.cloudera.org:8080/6025
to look at the new patch set (#10).
Change subject: IMPALA-4787: Optimize APPX_MEDIAN() memory usage
..
Taras Bobrovytsky has uploaded a new patch set (#9).
Change subject: IMPALA-4787: Optimize APPX_MEDIAN() memory usage
..
IMPALA-4787: Optimize APPX_MEDIAN() memory usage
Before this change, ReservoirSample functions (such as APP
Hello Matthew Jacobs, Alex Behm,
I'd like you to reexamine a change. Please visit
http://gerrit.cloudera.org:8080/6025
to look at the new patch set (#9).
Change subject: IMPALA-4787: Optimize APPX_MEDIAN() memory usage
..
Taras Bobrovytsky has posted comments on this change.
Change subject: IMPALA-4787: Optimize APPX_MEDIAN() memory usage
..
Patch Set 8:
(11 comments)
http://gerrit.cloudera.org:8080/#/c/6025/8//COMMIT_MSG
Commit Message:
PS8,
Marcel Kornacker has posted comments on this change.
Change subject: IMPALA-4787: Optimize APPX_MEDIAN() memory usage
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Patch Set 8:
(9 comments)
http://gerrit.cloudera.org:8080/#/c/6025/8/be/src/exprs/aggregate-functions-ir.
Alex Behm has posted comments on this change.
Change subject: IMPALA-4787: Optimize APPX_MEDIAN() memory usage
..
Patch Set 8: Code-Review+1
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To unsubscribe, visit http://g
Matthew Jacobs has posted comments on this change.
Change subject: IMPALA-4787: Optimize APPX_MEDIAN() memory usage
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Patch Set 8: Code-Review+1
(2 comments)
Thanks! Let's see if Alex has any more comments.
http://gerrit.clo
Taras Bobrovytsky has uploaded a new patch set (#8).
Change subject: IMPALA-4787: Optimize APPX_MEDIAN() memory usage
..
IMPALA-4787: Optimize APPX_MEDIAN() memory usage
Before this change, ReservoirSample functions (such as APP
Taras Bobrovytsky has uploaded a new patch set (#8).
Change subject: IMPALA-4787: Optimize APPX_MEDIAN() memory usage
..
IMPALA-4787: Optimize APPX_MEDIAN() memory usage
Before this change, ReservoirSample functions (such as APP
Taras Bobrovytsky has posted comments on this change.
Change subject: IMPALA-4787: Optimize APPX_MEDIAN() memory usage
..
Patch Set 6:
(1 comment)
http://gerrit.cloudera.org:8080/#/c/6025/6/be/src/exprs/aggregate-functions-ir.
Matthew Jacobs has posted comments on this change.
Change subject: IMPALA-4787: Optimize APPX_MEDIAN() memory usage
..
Patch Set 6:
(1 comment)
http://gerrit.cloudera.org:8080/#/c/6025/6/be/src/exprs/aggregate-functions-ir.cc
Taras Bobrovytsky has uploaded a new patch set (#7).
Change subject: IMPALA-4787: Optimize APPX_MEDIAN() memory usage
..
IMPALA-4787: Optimize APPX_MEDIAN() memory usage
Before this change, ReservoirSample functions (such as APP
Taras Bobrovytsky has uploaded a new patch set (#7).
Change subject: IMPALA-4787: Optimize APPX_MEDIAN() memory usage
..
IMPALA-4787: Optimize APPX_MEDIAN() memory usage
Before this change, ReservoirSample functions (such as APP
Taras Bobrovytsky has posted comments on this change.
Change subject: IMPALA-4787: Optimize APPX_MEDIAN() memory usage
..
Patch Set 6:
(3 comments)
http://gerrit.cloudera.org:8080/#/c/6025/6/be/src/exprs/aggregate-functions-ir
Matthew Jacobs has posted comments on this change.
Change subject: IMPALA-4787: Optimize APPX_MEDIAN() memory usage
..
Patch Set 6:
(3 comments)
I'm still not convinced the new paths are necessarily, e.g. the case I
mentioned
Jim Apple has posted comments on this change.
Change subject: IMPALA-4787: Optimize APPX_MEDIAN() memory usage
..
Patch Set 6:
(2 comments)
http://gerrit.cloudera.org:8080/#/c/6025/5/be/src/exprs/aggregate-functions-ir.cc
File
Matthew Jacobs has posted comments on this change.
Change subject: IMPALA-4787: Optimize APPX_MEDIAN() memory usage
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Patch Set 5:
(5 comments)
http://gerrit.cloudera.org:8080/#/c/6025/2/be/src/exprs/aggregate-functions-ir.cc
Taras Bobrovytsky has uploaded a new patch set (#6).
Change subject: IMPALA-4787: Optimize APPX_MEDIAN() memory usage
..
IMPALA-4787: Optimize APPX_MEDIAN() memory usage
Before this change, ReservoirSample functions (such as APP
Taras Bobrovytsky has posted comments on this change.
Change subject: IMPALA-4787: Optimize APPX_MEDIAN() memory usage
..
Patch Set 5:
(3 comments)
http://gerrit.cloudera.org:8080/#/c/6025/5/be/src/exprs/aggregate-functions-ir
Taras Bobrovytsky has uploaded a new patch set (#6).
Change subject: IMPALA-4787: Optimize APPX_MEDIAN() memory usage
..
IMPALA-4787: Optimize APPX_MEDIAN() memory usage
Before this change, ReservoirSample functions (such as APP
Jim Apple has posted comments on this change.
Change subject: IMPALA-4787: Optimize APPX_MEDIAN() memory usage
..
Patch Set 5:
(1 comment)
http://gerrit.cloudera.org:8080/#/c/6025/5/be/src/exprs/aggregate-functions-ir.cc
File
Mostafa Mokhtar has posted comments on this change.
Change subject: IMPALA-4787: Optimize APPX_MEDIAN() memory usage
..
Patch Set 2:
(1 comment)
http://gerrit.cloudera.org:8080/#/c/6025/2/be/src/exprs/aggregate-functions-ir.cc
Jim Apple has posted comments on this change.
Change subject: IMPALA-4787: Optimize APPX_MEDIAN() memory usage
..
Patch Set 5:
(1 comment)
http://gerrit.cloudera.org:8080/#/c/6025/5/be/src/exprs/aggregate-functions-ir.cc
File
Jim Apple has posted comments on this change.
Change subject: IMPALA-4787: Optimize APPX_MEDIAN() memory usage
..
Patch Set 5:
(1 comment)
http://gerrit.cloudera.org:8080/#/c/6025/5/be/src/exprs/aggregate-functions-ir.cc
File
Taras Bobrovytsky has uploaded a new patch set (#5).
Change subject: IMPALA-4787: Optimize APPX_MEDIAN() memory usage
..
IMPALA-4787: Optimize APPX_MEDIAN() memory usage
Before this change, ReservoirSample functions (such as APP
Taras Bobrovytsky has uploaded a new patch set (#5).
Change subject: IMPALA-4787: Optimize APPX_MEDIAN() memory usage
..
IMPALA-4787: Optimize APPX_MEDIAN() memory usage
Before this change, ReservoirSample functions (such as APP
Taras Bobrovytsky has posted comments on this change.
Change subject: IMPALA-4787: Optimize APPX_MEDIAN() memory usage
..
Patch Set 4:
(6 comments)
http://gerrit.cloudera.org:8080/#/c/6025/4/be/src/exprs/aggregate-functions-ir
Alex Behm has posted comments on this change.
Change subject: IMPALA-4787: Optimize APPX_MEDIAN() memory usage
..
Patch Set 4:
(6 comments)
I'm pretty happy with this patch.
http://gerrit.cloudera.org:8080/#/c/6025/4/be/src/e
Alex Behm has posted comments on this change.
Change subject: IMPALA-4787: Optimize APPX_MEDIAN() memory usage
..
Patch Set 2:
(1 comment)
http://gerrit.cloudera.org:8080/#/c/6025/2/be/src/exprs/aggregate-functions-ir.cc
File
Taras Bobrovytsky has uploaded a new patch set (#4).
Change subject: IMPALA-4787: Optimize APPX_MEDIAN() memory usage
..
IMPALA-4787: Optimize APPX_MEDIAN() memory usage
Before this change, ReservoirSample functions (such as APP
Taras Bobrovytsky has uploaded a new patch set (#4).
Change subject: IMPALA-4787: Optimize APPX_MEDIAN() memory usage
..
IMPALA-4787: Optimize APPX_MEDIAN() memory usage
Before this change, ReservoirSample functions (such as APP
Taras Bobrovytsky has uploaded a new patch set (#3).
Change subject: IMPALA-4787: Optimize APPX_MEDIAN() memory usage
..
IMPALA-4787: Optimize APPX_MEDIAN() memory usage
Before this change, ReservoirSample functions (such as APP
Matthew Jacobs has posted comments on this change.
Change subject: IMPALA-4787: Optimize APPX_MEDIAN() memory usage
..
Patch Set 2:
(2 comments)
http://gerrit.cloudera.org:8080/#/c/6025/2/be/src/exprs/aggregate-functions-ir.cc
Taras Bobrovytsky has uploaded a new patch set (#3).
Change subject: IMPALA-4787: Optimize APPX_MEDIAN() memory usage
..
IMPALA-4787: Optimize APPX_MEDIAN() memory usage
Before this change, ReservoirSample functions (such as APP
Taras Bobrovytsky has uploaded a new patch set (#3).
Change subject: IMPALA-4787: Optimize APPX_MEDIAN() memory usage
..
IMPALA-4787: Optimize APPX_MEDIAN() memory usage
Before this change, ReservoirSample functions (such as APP
Taras Bobrovytsky has posted comments on this change.
Change subject: IMPALA-4787: Optimize APPX_MEDIAN() memory usage
..
Patch Set 2:
(17 comments)
Marcel, I will run the targeted perf query later today.
http://gerrit.cloude
Marcel Kornacker has posted comments on this change.
Change subject: IMPALA-4787: Optimize APPX_MEDIAN() memory usage
..
Patch Set 2:
Taras, why don't you run a targeted perf query to measure runtime overhead of
2x vs. 10x res
Mostafa Mokhtar has posted comments on this change.
Change subject: IMPALA-4787: Optimize APPX_MEDIAN() memory usage
..
Patch Set 2:
(1 comment)
http://gerrit.cloudera.org:8080/#/c/6025/2/be/src/exprs/aggregate-functions-ir.cc
Matthew Jacobs has posted comments on this change.
Change subject: IMPALA-4787: Optimize APPX_MEDIAN() memory usage
..
Patch Set 2:
(17 comments)
this probably needs some new test cases, especially cases where there are
multi
Taras Bobrovytsky has uploaded a new patch set (#2).
Change subject: IMPALA-4787: Optimize APPX_MEDIAN() memory usage
..
IMPALA-4787: Optimize APPX_MEDIAN() memory usage
Before this change, ReservoirSample functions (such as APP
Taras Bobrovytsky has uploaded a new patch set (#2).
Change subject: IMPALA-4787: Optimize APPX_MEDIAN() memory usage
..
IMPALA-4787: Optimize APPX_MEDIAN() memory usage
Before this change, ReservoirSample functions (such as APP
Taras Bobrovytsky has uploaded a new patch set (#3).
Change subject: IMPALA-4787: Optimize APPX_MEDIAN() memory usage
..
IMPALA-4787: Optimize APPX_MEDIAN() memory usage
Before this change, ReservoirSample functions (such as APP
Taras Bobrovytsky has uploaded a new patch set (#2).
Change subject: IMPALA-4787: Optimize APPX_MEDIAN() memory usage
..
IMPALA-4787: Optimize APPX_MEDIAN() memory usage
Before this change, ReservoirSample functions (such as APP
Taras Bobrovytsky has posted comments on this change.
Change subject: IMPALA-4787: Optimize APPX_MEDIAN() memory usage
..
Patch Set 1:
(14 comments)
http://gerrit.cloudera.org:8080/#/c/6025/1/be/src/exprs/aggregate-functions-i
Alex Behm has posted comments on this change.
Change subject: IMPALA-4787: Optimize APPX_MEDIAN() memory usage
..
Patch Set 1:
(14 comments)
Did you verify the memory savings with a simple experiment?
http://gerrit.cloudera.o
Matthew Jacobs has posted comments on this change.
Change subject: IMPALA-4787: Optimize APPX_MEDIAN() memory usage
..
Patch Set 1:
I'll do a CR later tonight or tmr morning.
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To view, visit http://gerrit.cloudera.org:8080/
Taras Bobrovytsky has uploaded a new change for review.
http://gerrit.cloudera.org:8080/6025
Change subject: IMPALA-4787: Optimize APPX_MEDIAN() memory usage
..
IMPALA-4787: Optimize APPX_MEDIAN() memory usage
Before this cha
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