feat: Enable columnar shuffle by default #250

viirya · 2024-04-09T21:32:04Z

Which issue does this PR close?

Closes #95.

Rationale for this change

What changes are included in this PR?

How are these changes tested?

spark/src/test/scala/org/apache/spark/sql/CometTPCDSQuerySuite.scala

codecov-commenter · 2024-04-10T19:59:26Z

Codecov Report

Attention: Patch coverage is 50.00000% with 4 lines in your changes are missing coverage. Please review.

Project coverage is 33.50%. Comparing base (9ab6c75) to head (ace91fe).
Report is 9 commits behind head on main.

Files	Patch %	Lines
.../scala/org/apache/spark/sql/comet/util/Utils.scala	0.00%	2 Missing ⚠️
...ain/scala/org/apache/comet/vector/NativeUtil.scala	0.00%	1 Missing ⚠️
.../scala/org/apache/comet/serde/QueryPlanSerde.scala	0.00%	0 Missing and 1 partial ⚠️

Additional details and impacted files

@@             Coverage Diff              @@
##               main     #250      +/-   ##
============================================
+ Coverage     33.47%   33.50%   +0.03%     
- Complexity      795      798       +3     
============================================
  Files           110      110              
  Lines         37533    37541       +8     
  Branches       8215     8217       +2     
============================================
+ Hits          12563    12579      +16     
+ Misses        22322    22321       -1     
+ Partials       2648     2641       -7

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viirya · 2024-04-10T20:10:58Z

Hmm, all tests in TPCDSQuerySuite` are passed locally with this PR. I need to look at the CI failure.

viirya · 2024-04-11T20:03:06Z

Observed several Spark SQL test failures regarding aggregation: #260

viirya · 2024-04-11T20:06:41Z

dev/diffs/3.4.2.diff

@@ -1414,6 +1424,7 @@ index ed2e309fa07..4cfe0093da7 100644
 +          .set("spark.shuffle.manager",
 +            "org.apache.spark.sql.comet.execution.shuffle.CometShuffleManager")
 +          .set("spark.comet.exec.shuffle.enabled", "true")
+          .set("spark.comet.memoryOverhead", "10g")


Observed that Comet is unable to acquire enough memory for columnar shuffle when doing Spark SQL tests:

For example, DatasetPrimitiveSuite:

Cause: org.apache.spark.SparkException: Job aborted due to stage failure: Task 1 in stage 37.0 failed 1 times, most recent failure: Lost task 1.0 in stage 37.0 (TID 75) (e4773b5abe7e executor driver): org.apache.spark.memory.SparkOutOfMemoryError: Unable to acquire 67108848 bytes of memory, got 96 bytes. Available: 96 [info] at org.apache.spark.shuffle.comet.CometShuffleMemoryAllocator.allocate(CometShuffleMemoryAllocator.java:132) [info] at org.apache.spark.shuffle.comet.CometShuffleMemoryAllocator.allocatePage(CometShuffleMemoryAllocator.java:119) [info] at org.apache.spark.sql.comet.execution.shuffle.SpillWriter.initialCurrentPage(SpillWriter.java:158) [info] at org.apache.spark.sql.comet.execution.shuffle.CometDiskBlockWriter.insertRow(CometDiskBlockWriter.java:284)

Increased Comet memoryoverhead to overcome it.

…fault

viirya · 2024-05-05T16:49:01Z

I fixed all Spark SQL test failures. Now waiting for #380 to be merged.

…fault

viirya · 2024-05-06T19:40:44Z

cc @sunchao @andygrove

viirya · 2024-05-06T19:42:19Z

spark/src/main/scala/org/apache/spark/sql/comet/plans/AliasAwareOutputExpression.scala

+  protected val aliasCandidateLimit: Int =
+    conf.getConfString("spark.sql.optimizer.expressionProjectionCandidateLimit", "100").toInt


Some Spark tests tune this config. So we need to get the configured value.

viirya · 2024-05-08T02:19:56Z

@andygrove @sunchao Could you take a look and see if you have any comments on this? Thanks.

core/src/execution/datafusion/planner.rs

Co-authored-by: Andy Grove <andygrove73@gmail.com>

core/src/execution/datafusion/planner.rs

Co-authored-by: Andy Grove <andygrove73@gmail.com>

andygrove · 2024-05-08T18:33:55Z

dev/diffs/3.4.2.diff

+     assert(
+-      collect(df.queryExecution.executedPlan) { case e: ShuffleExchangeExec => e }.size == expected)
+      collect(df.queryExecution.executedPlan) {
+        case _: ShuffleExchangeExec | _: CometShuffleExchangeExec => 1 }.size == expected)


Could we just check for ShuffleExchangeLike instead (and even push that change upstream?)

We could. For upstream, not sure if it is accepted, but we can try.

I changed to check ShuffleExchangeLike instead for the places which is possible.

andygrove

I am not familiar with all of the Spark tests in the patch, but the changes to Comet LGTM

viirya · 2024-05-08T20:49:28Z

Thank you @andygrove

viirya · 2024-05-09T00:38:51Z

Merged. Thanks @andygrove for review.

* feat: Enable columnar shuffle by default * Update plan stability * Fix * Update diff * Add Comet memoryoverhead for Spark SQL tests * Update plan stability * Update diff * Update more diff * Update DataFusion commit * Update diff * Update diff * Update diff * Update diff * Update diff * Fix more tests * Fix more * Fix * Fix more * Fix more * Fix more * Fix more * Fix more * Update diff * Fix memory leak * Update plan stability * Restore diff * Update core/src/execution/datafusion/planner.rs Co-authored-by: Andy Grove <andygrove73@gmail.com> * Update core/src/execution/datafusion/planner.rs Co-authored-by: Andy Grove <andygrove73@gmail.com> * Fix style * Use ShuffleExchangeLike instead --------- Co-authored-by: Andy Grove <andygrove73@gmail.com>

andygrove reviewed Apr 10, 2024

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spark/src/test/scala/org/apache/spark/sql/CometTPCDSQuerySuite.scala Show resolved Hide resolved

viirya closed this Apr 10, 2024

viirya reopened this Apr 10, 2024

viirya force-pushed the columnar_shuffle_default branch from be83771 to ef013c1 Compare April 11, 2024 19:29

viirya commented Apr 11, 2024

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viirya mentioned this pull request Apr 11, 2024

fix: Average expression in Comet Final should handle all null inputs from partial Spark aggregation #261

Merged

viirya force-pushed the columnar_shuffle_default branch from 3e3daea to 77e5604 Compare April 12, 2024 02:02

viirya mentioned this pull request Apr 12, 2024

Only trigger Comet Final aggregation on Comet partial aggregation #262

Closed

viirya force-pushed the columnar_shuffle_default branch from 77e5604 to e3d861c Compare April 13, 2024 06:30

This was referenced Apr 14, 2024

Scalar function in DataFusion cannot coerce dictionary type inputs #265

Closed

Different behavior of distinct count on null inputs #267

Closed

Got arrow error when sorting on empty batch #270

Closed

viirya force-pushed the columnar_shuffle_default branch 2 times, most recently from 54da021 to 7465384 Compare April 16, 2024 18:55

viirya mentioned this pull request Apr 16, 2024

Comet should not translate try_sum to native sum expression #276

Closed

viirya force-pushed the columnar_shuffle_default branch from 7465384 to ace91fe Compare April 18, 2024 00:22

viirya mentioned this pull request Apr 18, 2024

Aggregate expression with filter is incorrectly translated to Comet aggregate native aggregation expression #283

Closed

viirya force-pushed the columnar_shuffle_default branch from ace91fe to a6e2d16 Compare April 18, 2024 03:15

viirya mentioned this pull request Apr 18, 2024

Comet fails on limit operator with negative limit parameter #287

Closed

viirya force-pushed the columnar_shuffle_default branch from a6e2d16 to b145499 Compare April 19, 2024 05:19

viirya mentioned this pull request Apr 20, 2024

Repeated shuffle should not trigger Comet columnar shuffle #295

Closed

viirya force-pushed the columnar_shuffle_default branch from dcac8f9 to 30043e4 Compare April 21, 2024 17:11

viirya mentioned this pull request Apr 22, 2024

CometExec's outputPartitioning might not be same as Spark expects after AQE interferes #298

Closed

viirya force-pushed the columnar_shuffle_default branch from e91bac1 to 9767acc Compare April 23, 2024 16:41

This was referenced Apr 25, 2024

CometShuffleExchangeExec logical link is different to Spark ShuffleExchangeExec #323

Closed

Switch back to released version of DataFusion and arrow-rs after Arrow Java 16 is released #248

Closed

viirya force-pushed the columnar_shuffle_default branch from 9767acc to edfce1f Compare April 30, 2024 02:31

viirya added 6 commits May 1, 2024 17:36

Fix more

b342b66

Fix more

6d27a5f

Fix more

508cb1a

Fix more

5e03881

Update diff

1e560d3

Merge remote-tracking branch 'upstream/main' into columnar_shuffle_de…

126675e

…fault

viirya mentioned this pull request May 4, 2024

Detected memory leak on Comet columnar shuffle when AQE coalesce partitions enabled #381

Closed

Fix memory leak

b37070d

viirya force-pushed the columnar_shuffle_default branch from 37c8186 to b37070d Compare May 4, 2024 21:59

viirya added 2 commits May 4, 2024 21:17

Update plan stability

557b753

Restore diff

65a9515

Merge remote-tracking branch 'upstream/main' into columnar_shuffle_de…

70c53b4

…fault

viirya commented May 6, 2024

View reviewed changes

viirya mentioned this pull request May 7, 2024

[EPIC] Improve performance of TPC-H queries #391

Open

13 tasks

viirya mentioned this pull request May 8, 2024

build: Switch back to official DataFusion repo and arrow-rs after Arrow Java 16 is released #403

Merged

andygrove reviewed May 8, 2024

View reviewed changes

core/src/execution/datafusion/planner.rs Outdated Show resolved Hide resolved

Update core/src/execution/datafusion/planner.rs

c9633ba

Co-authored-by: Andy Grove <andygrove73@gmail.com>

andygrove reviewed May 8, 2024

View reviewed changes

core/src/execution/datafusion/planner.rs Outdated Show resolved Hide resolved

Update core/src/execution/datafusion/planner.rs

a61dc70

Co-authored-by: Andy Grove <andygrove73@gmail.com>

andygrove reviewed May 8, 2024

View reviewed changes

viirya added 2 commits May 8, 2024 11:43

Fix style

cceb552

Use ShuffleExchangeLike instead

cbc5305

andygrove approved these changes May 8, 2024

View reviewed changes

viirya merged commit 14494d3 into apache:main May 9, 2024
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feat: Enable columnar shuffle by default #250

feat: Enable columnar shuffle by default #250

viirya commented Apr 9, 2024

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viirya commented May 9, 2024

		protected val aliasCandidateLimit: Int =
		conf.getConfString("spark.sql.optimizer.expressionProjectionCandidateLimit", "100").toInt

feat: Enable columnar shuffle by default #250

feat: Enable columnar shuffle by default #250

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viirya commented Apr 9, 2024

Which issue does this PR close?

Rationale for this change

What changes are included in this PR?

How are these changes tested?

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