[Aggregations] Optimize singleton handling in GlobalOrdinalValuesSource #17740

shreyah963 · 2025-03-31T23:16:20Z

Description

This PR optimizes the handling of single-valued fields in composite aggregations by modifying how we process ordinal values in GlobalOrdinalValuesSource. The key change is eliminating the need for iterative ordinal processing when we can use Lucene's singleton optimization.

Key Changes:

In GlobalOrdinalValuesSource.getLeafCollector(), we replace the iterative ordinal processing:

// Before - Iterative processing for all fields:
if (dvs.advanceExact(doc)) {
    long ord;
    int count = dvs.docValueCount();
    while ((count-- > 0) && (ord = dvs.nextOrd()) != NO_MORE_DOCS) {  // Iterative ordinal processing
        currentValue = ord;
        next.collect(doc, bucket);
    }
}

// After - Direct ordinal access for single-valued fields:
final SortedDocValues singleton = DocValues.unwrapSingleton(dvs);
if (singleton != null) {
    if (singleton.advanceExact(doc)) {
        currentValue = singleton.ordValue();  // Direct access without iteration
        next.collect(doc, bucket);
    }
}

The key improvement is removing the while loop for single-valued fields. Instead of iterating through ordinals (which is unnecessary for single values), we now:

Use DocValues.unwrapSingleton() to identify true single-valued fields
Access the ordinal directly via ordValue() without iteration
Fall back to the original iterative approach only for multi-valued fields

Performance Impact:

9.52% improvement in 90th percentile service time for composite aggregations on the big5 workload
Benchmark command:

sudo docker run -v $HOME/benchmarks:/opensearch-benchmark/.benchmark \
opensearchproject/opensearch-benchmark:latest execute-test \
--pipeline=benchmark-only \
--workload=big5 \
--include-tasks="composite_terms-keyword" \
--target-hosts=<OpenSearch Cluster Endpoint>:80

Number of test runs: 5

Run	Before Change (ms)	After Change (ms)	% Difference
1	396.2090165907284	365.46215792477597	7.76%
2	412.5848856027005	388.9842171949567	5.72%
3	428.8026589085348	388.66532070969697	9.36%
4	421.8712995760143	381.5606589982053	9.56%
5	430.41677701694425	366.2208680965705	14.91%

Testing Performance Improvement

Infrastructure Details

Instance Type: AWS r6g.xlarge (ARM-based)
Operating System: Amazon Linux 2
AMI: amzn2-ami-kernel-5.10-hvm-2.0.20250305.0-arm64-gp2
OpenSearch Version: 3.0.0

Run 1

Before change

Metric	Task	Value	Unit
Segment count		16
Min Throughput	composite_terms-keyword	2.00	ops/s
Mean Throughput	composite_terms-keyword	2.00	ops/s
Median Throughput	composite_terms-keyword	2.00	ops/s
Max Throughput	composite_terms-keyword	2.00	ops/s
50th percentile latency	composite_terms-keyword	396.16381948872004	ms
90th percentile latency	composite_terms-keyword	397.7446157980012	ms
99th percentile latency	composite_terms-keyword	399.87472952168906	ms
100th percentile latency	composite_terms-keyword	405.53292899858207	ms
50th percentile service time	composite_terms-keyword	394.6733914926881	ms
90th percentile service time	composite_terms-keyword	396.2090165907284	ms
99th percentile service time	composite_terms-keyword	398.61815138196107	ms
100th percentile service time	composite_terms-keyword	403.5990770207718	ms
error rate	composite_terms-keyword	0.00	%

After change

Metric	Task	Value	Unit
Segment count		16
Min Throughput	composite_terms-keyword	2.00	ops/s
Mean Throughput	composite_terms-keyword	2.00	ops/s
Median Throughput	composite_terms-keyword	2.00	ops/s
Max Throughput	composite_terms-keyword	2.00	ops/s
50th percentile latency	composite_terms-keyword	365.35704000561964	ms
90th percentile latency	composite_terms-keyword	366.74923670943826	ms
99th percentile latency	composite_terms-keyword	367.7020134878694	ms
100th percentile latency	composite_terms-keyword	368.6830539954826	ms
50th percentile service time	composite_terms-keyword	364.48558449046686	ms
90th percentile service time	composite_terms-keyword	365.46215792477597	ms
99th percentile service time	composite_terms-keyword	366.726313487743	ms
100th percentile service time	composite_terms-keyword	367.2434400068596	ms
error rate	composite_terms-keyword	0.00	%

Run 2

Before change

Metric	Task	Value	Unit
Segment count		19
Min Throughput	composite_terms-keyword	2.00	ops/s
Mean Throughput	composite_terms-keyword	2.00	ops/s
Median Throughput	composite_terms-keyword	2.00	ops/s
Max Throughput	composite_terms-keyword	2.00	ops/s
50th percentile latency	composite_terms-keyword	412.67960649565794	ms
90th percentile latency	composite_terms-keyword	413.732826692285	ms
99th percentile latency	composite_terms-keyword	418.20061942533357	ms
100th percentile latency	composite_terms-keyword	420.7352599769365	ms
50th percentile service time	composite_terms-keyword	411.5690805047052	ms
90th percentile service time	composite_terms-keyword	412.5848856027005	ms
99th percentile service time	composite_terms-keyword	417.0573683051043	ms
100th percentile service time	composite_terms-keyword	419.71228100010194	ms
error rate	composite_terms-keyword	0.00	%

After change

Metric	Task	Value	Unit
Segment count		19
Min Throughput	composite_terms-keyword	2.00	ops/s
Mean Throughput	composite_terms-keyword	2.00	ops/s
Median Throughput	composite_terms-keyword	2.00	ops/s
Max Throughput	composite_terms-keyword	2.00	ops/s
50th percentile latency	composite_terms-keyword	388.71410601132084	ms
90th percentile latency	composite_terms-keyword	389.9167404131731	ms
99th percentile latency	composite_terms-keyword	393.258988384041	ms
100th percentile latency	composite_terms-keyword	396.21100801741704	ms
50th percentile service time	composite_terms-keyword	387.870787497377	ms
90th percentile service time	composite_terms-keyword	388.9842171949567	ms
99th percentile service time	composite_terms-keyword	392.67881602747366	ms
100th percentile service time	composite_terms-keyword	395.0395730207674	ms
error rate	composite_terms-keyword	0.00	%

Run 3

Before change

Metric	Task	Value	Unit
Segment count		13
Min Throughput	composite_terms-keyword	2.00	ops/s
Mean Throughput	composite_terms-keyword	2.00	ops/s
Median Throughput	composite_terms-keyword	2.00	ops/s
Max Throughput	composite_terms-keyword	2.00	ops/s
50th percentile latency	composite_terms-keyword	429.2484114994295	ms
90th percentile latency	composite_terms-keyword	430.4278267023619	ms
99th percentile latency	composite_terms-keyword	440.79763345245743	ms
100th percentile latency	composite_terms-keyword	451.0352670040447	ms
50th percentile service time	composite_terms-keyword	427.78990099031944	ms
90th percentile service time	composite_terms-keyword	428.8026589085348	ms
99th percentile service time	composite_terms-keyword	440.06675194104906	ms
100th percentile service time	composite_terms-keyword	449.1370279865805	ms
error rate	composite_terms-keyword	0.00	%

After change

Metric	Task	Value	Unit
Segment count		13
Min Throughput	composite_terms-keyword	2.00	ops/s
Mean Throughput	composite_terms-keyword	2.00	ops/s
Median Throughput	composite_terms-keyword	2.00	ops/s
Max Throughput	composite_terms-keyword	2.00	ops/s
50th percentile latency	composite_terms-keyword	388.1630899850279	ms
90th percentile latency	composite_terms-keyword	389.4363162893569	ms
99th percentile latency	composite_terms-keyword	391.94549819687387	ms
100th percentile latency	composite_terms-keyword	403.01975698093884	ms
50th percentile service time	composite_terms-keyword	387.41195149486884	ms
90th percentile service time	composite_terms-keyword	388.66532070969697	ms
99th percentile service time	composite_terms-keyword	390.8706203309703	ms
100th percentile service time	composite_terms-keyword	401.90717397490516	ms
error rate	composite_terms-keyword	0.00	%

Run 4

Before change

Metric	Task	Value	Unit
Segment count		18
Min Throughput	composite_terms-keyword	2.00	ops/s
Mean Throughput	composite_terms-keyword	2.00	ops/s
Median Throughput	composite_terms-keyword	2.00	ops/s
Max Throughput	composite_terms-keyword	2.00	ops/s
50th percentile latency	composite_terms-keyword	420.10582849616185	ms
90th percentile latency	composite_terms-keyword	422.53990989993326	ms
99th percentile latency	composite_terms-keyword	444.7503272519681	ms
100th percentile latency	composite_terms-keyword	469.4900579925161	ms
50th percentile service time	composite_terms-keyword	419.3513369827997	ms
90th percentile service time	composite_terms-keyword	421.8712995760143	ms
99th percentile service time	composite_terms-keyword	444.1732821214829	ms
100th percentile service time	composite_terms-keyword	468.97705300943926	ms
error rate	composite_terms-keyword	0.00	%

After change

Metric	Task	Value	Unit
Segment count		18
Min Throughput	composite_terms-keyword	2.00	ops/s
Mean Throughput	composite_terms-keyword	2.00	ops/s
Median Throughput	composite_terms-keyword	2.00	ops/s
Max Throughput	composite_terms-keyword	2.00	ops/s
50th percentile latency	composite_terms-keyword	372.43178200151306	ms
90th percentile latency	composite_terms-keyword	382.45731669594534	ms
99th percentile latency	composite_terms-keyword	395.8043100434589	ms
100th percentile latency	composite_terms-keyword	412.1486200019717	ms
50th percentile service time	composite_terms-keyword	371.5587774931919	ms
90th percentile service time	composite_terms-keyword	381.5606589982053	ms
99th percentile service time	composite_terms-keyword	394.78188366250845	ms
100th percentile service time	composite_terms-keyword	411.43889899831265	ms
error rate	composite_terms-keyword	0.00	%

Run 5

Before change

Metric	Task	Value	Unit
Segment count		21
Min Throughput	composite_terms-keyword	2.00	ops/s
Mean Throughput	composite_terms-keyword	2.00	ops/s
Median Throughput	composite_terms-keyword	2.00	ops/s
Max Throughput	composite_terms-keyword	2.00	ops/s
50th percentile latency	composite_terms-keyword	429.72924100467935	ms
90th percentile latency	composite_terms-keyword	431.76490269834176	ms
99th percentile latency	composite_terms-keyword	443.3606589207193	ms
100th percentile latency	composite_terms-keyword	446.37609101482667	ms
50th percentile service time	composite_terms-keyword	428.2711215055315	ms
90th percentile service time	composite_terms-keyword	430.41677701694425	ms
99th percentile service time	composite_terms-keyword	441.7303356458433	ms
100th percentile service time	composite_terms-keyword	444.5912009978201	ms
error rate	composite_terms-keyword	0.00	%

After change

Metric	Task	Value	Unit
Segment count		21
Min Throughput	composite_terms-keyword	2.00	ops/s
Mean Throughput	composite_terms-keyword	2.00	ops/s
Median Throughput	composite_terms-keyword	2.00	ops/s
Max Throughput	composite_terms-keyword	2.00	ops/s
50th percentile latency	composite_terms-keyword	365.75915951107163	ms
90th percentile latency	composite_terms-keyword	367.46013380470686	ms
99th percentile latency	composite_terms-keyword	375.8739322569454	ms
100th percentile latency	composite_terms-keyword	377.1341280080378	ms
50th percentile service time	composite_terms-keyword	364.4930154987378	ms
90th percentile service time	composite_terms-keyword	366.2208680965705	ms
99th percentile service time	composite_terms-keyword	374.8813359538326	ms
100th percentile service time	composite_terms-keyword	375.28792599914595	ms
error rate	composite_terms-keyword	0.00	%

Check List

New Functionality has been documented
Commits are signed per the DCO using --signoff
Failing checks are inspected and point to the corresponding known issue(s) (See: Troubleshooting Failing Builds)
Commit changes are listed out in CHANGELOG.md file

By submitting this pull request, I confirm that my contribution is made under the terms of the Apache 2.0 license.
For more information on following Developer Certificate of Origin and signing off your commits, please check here.

github-actions · 2025-03-31T23:23:07Z

❌ Gradle check result for 7a979ba: FAILURE

Please examine the workflow log, locate, and copy-paste the failure(s) below, then iterate to green. Is the failure a flaky test unrelated to your change?

shreyah963 · 2025-04-01T14:34:00Z

{"run-benchmark-test": "id_4"}

...main/java/org/opensearch/search/aggregations/bucket/composite/GlobalOrdinalValuesSource.java

github-actions · 2025-04-01T20:06:48Z

❌ Gradle check result for f715191: FAILURE

Please examine the workflow log, locate, and copy-paste the failure(s) below, then iterate to green. Is the failure a flaky test unrelated to your change?

github-actions · 2025-04-02T21:55:17Z

❌ Gradle check result for 8ec48cd: FAILURE

Please examine the workflow log, locate, and copy-paste the failure(s) below, then iterate to green. Is the failure a flaky test unrelated to your change?

Signed-off-by: shreyah963 <shreyab963@gmail.com>

…esSource and simplify the optimization logic in GlobalOrdinalValuesSource. The singleton optimization is now only applied when DocValues.unwrapSingleton() succeeds, preventing array index out of bounds errors with high cardinality fields. Signed-off-by: shreyah963 <shreyab963@gmail.com>

Signed-off-by: shreyah963 <shreyab963@gmail.com>

github-actions · 2025-04-04T01:03:00Z

❌ Gradle check result for 4a13f79:

Please examine the workflow log, locate, and copy-paste the failure(s) below, then iterate to green. Is the failure a flaky test unrelated to your change?

github-actions · 2025-04-07T19:26:53Z

❕ Gradle check result for 4a13f79: UNSTABLE

Please review all flaky tests that succeeded after retry and create an issue if one does not already exist to track the flaky failure.

codecov · 2025-04-07T19:27:26Z

Codecov Report

All modified and coverable lines are covered by tests ✅

Project coverage is 72.48%. Comparing base (c91cdcb) to head (a6f9f4f).
Report is 15 commits behind head on main.

Additional details and impacted files

@@             Coverage Diff              @@
##               main   #17740      +/-   ##
============================================
+ Coverage     72.46%   72.48%   +0.02%     
- Complexity    66502    66519      +17     
============================================
  Files          5408     5408              
  Lines        308080   308192     +112     
  Branches      44720    44749      +29     
============================================
+ Hits         223239   223396     +157     
- Misses        66536    66537       +1     
+ Partials      18305    18259      -46

☔ View full report in Codecov by Sentry.
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jainankitk · 2025-04-08T04:49:40Z

@shreyah963 - Can you add CHANGELOG entry as well?

Signed-off-by: shreyah963 <shreyab963@gmail.com>

...main/java/org/opensearch/search/aggregations/bucket/composite/GlobalOrdinalValuesSource.java

github-actions · 2025-04-08T16:38:17Z

✅ Gradle check result for 6ee7cfc: SUCCESS

CHANGELOG.md

Co-authored-by: bowenlan-amzn <bowenlan23@gmail.com> Signed-off-by: shreyah963 <shreyab963@gmail.com>

Signed-off-by: shreyah963 <shreyab963@gmail.com>

github-actions · 2025-04-08T18:39:11Z

❕ Gradle check result for d93f589: UNSTABLE

Please review all flaky tests that succeeded after retry and create an issue if one does not already exist to track the flaky failure.

Signed-off-by: Ankit Jain <akjain@amazon.com>

github-actions · 2025-04-08T19:50:08Z

❕ Gradle check result for a6f9f4f: UNSTABLE

Please review all flaky tests that succeeded after retry and create an issue if one does not already exist to track the flaky failure.

opensearch-trigger-bot · 2025-04-08T21:32:05Z

The backport to 2.x failed:

The process '/usr/bin/git' failed with exit code 128

To backport manually, run these commands in your terminal:

# Navigate to the root of your repository
cd $(git rev-parse --show-toplevel)
# Fetch latest updates from GitHub
git fetch
# Create a new working tree
git worktree add ../.worktrees/OpenSearch/backport-2.x 2.x
# Navigate to the new working tree
pushd ../.worktrees/OpenSearch/backport-2.x
# Create a new branch
git switch --create backport/backport-17740-to-2.x
# Cherry-pick the merged commit of this pull request and resolve the conflicts
git cherry-pick -x --mainline 1 38231693572bd00363db1b0221a0bc632c4ceef2
# Push it to GitHub
git push --set-upstream origin backport/backport-17740-to-2.x
# Go back to the original working tree
popd
# Delete the working tree
git worktree remove ../.worktrees/OpenSearch/backport-2.x

Then, create a pull request where the base branch is 2.x and the compare/head branch is backport/backport-17740-to-2.x.

…ce (opensearch-project#17740) * added singleton optimization path to globalordinalvaluesource Signed-off-by: shreyah963 <shreyab963@gmail.com> * enabled remote debugging Signed-off-by: shreyah963 <shreyab963@gmail.com> * Removed the minimum cap to handle larger ordinal values Signed-off-by: shreyah963 <shreyab963@gmail.com> * emove redundant singleton optimization state from SingleDimensionValuesSource and simplify the optimization logic in GlobalOrdinalValuesSource. The singleton optimization is now only applied when DocValues.unwrapSingleton() succeeds, preventing array index out of bounds errors with high cardinality fields. Signed-off-by: shreyah963 <shreyab963@gmail.com> * removed redundant initialization Signed-off-by: shreyah963 <shreyab963@gmail.com> * reverted the array allocation in the constructer to its original form Signed-off-by: shreyah963 <shreyab963@gmail.com> * [Docs] Add detailed comments to GlobalOrdinalValuesSource collector Signed-off-by: shreyah963 <shreyab963@gmail.com> * Remote redundant imports and disable remote debugging Signed-off-by: shreyah963 <shreyab963@gmail.com> * replaced wildcard import with only necessary imports Signed-off-by: shreyah963 <shreyab963@gmail.com> * Update CHANGELOG.md Signed-off-by: shreyah963 <shreyab963@gmail.com> * Update CHANGELOG.md Co-authored-by: bowenlan-amzn <bowenlan23@gmail.com> Signed-off-by: shreyah963 <shreyab963@gmail.com> * Remove redundant comments from GlobalOrdinalValuesSource Signed-off-by: shreyah963 <shreyab963@gmail.com> --------- Signed-off-by: shreyah963 <shreyab963@gmail.com> Signed-off-by: Ankit Jain <akjain@amazon.com> Co-authored-by: bowenlan-amzn <bowenlan23@gmail.com> Co-authored-by: Ankit Jain <akjain@amazon.com> Signed-off-by: Harsh Kothari <techarsh@amazon.com>

github-actions bot mentioned this pull request Apr 1, 2025

Manual approval required for workflow run 14198447761: Request to approve/deny benchmark run for PR #17740 #17751

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kkewwei reviewed Apr 1, 2025

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shreyah963 force-pushed the GlobalOrdinalValuesSource branch from f715191 to 8ec48cd Compare April 2, 2025 21:18

shreyah963 added 9 commits April 3, 2025 18:54

added singleton optimization path to globalordinalvaluesource

49e1e25

Signed-off-by: shreyah963 <shreyab963@gmail.com>

enabled remote debugging

5b31232

Signed-off-by: shreyah963 <shreyab963@gmail.com>

Removed the minimum cap to handle larger ordinal values

27d1170

Signed-off-by: shreyah963 <shreyab963@gmail.com>

removed redundant initialization

8c61203

Signed-off-by: shreyah963 <shreyab963@gmail.com>

reverted the array allocation in the constructer to its original form

c2ffe85

Signed-off-by: shreyah963 <shreyab963@gmail.com>

[Docs] Add detailed comments to GlobalOrdinalValuesSource collector

5466057

Signed-off-by: shreyah963 <shreyab963@gmail.com>

Remote redundant imports and disable remote debugging

c9639ae

Signed-off-by: shreyah963 <shreyab963@gmail.com>

replaced wildcard import with only necessary imports

4a13f79

Signed-off-by: shreyah963 <shreyab963@gmail.com>

shreyah963 force-pushed the GlobalOrdinalValuesSource branch from 8ec48cd to 4a13f79 Compare April 3, 2025 23:54

peterzhuamazon mentioned this pull request Apr 4, 2025

[RELEASE] Release version 3.0.0 opensearch-project/opensearch-build#3747

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bowenlan-amzn closed this Apr 7, 2025

bowenlan-amzn reopened this Apr 7, 2025

shreyah963 marked this pull request as ready for review April 8, 2025 04:04

shreyah963 requested review from Bukhtawar, CEHENKLE, anasalkouz, andrross, ashking94 and cwperks as code owners April 8, 2025 04:04

shreyah963 requested a review from VachaShah as a code owner April 8, 2025 04:04

jainankitk approved these changes Apr 8, 2025

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Update CHANGELOG.md

b50f38c

Signed-off-by: shreyah963 <shreyab963@gmail.com>

shreyah963 requested review from bugmakerrrrrr and linuxpi as code owners April 8, 2025 15:34

Merge branch 'main' into GlobalOrdinalValuesSource

6ee7cfc

Signed-off-by: shreyah963 <shreyab963@gmail.com>

bugmakerrrrrr reviewed Apr 8, 2025

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shreyah963 and others added 2 commits April 8, 2025 09:43

Update CHANGELOG.md

c22e32a

Co-authored-by: bowenlan-amzn <bowenlan23@gmail.com> Signed-off-by: shreyah963 <shreyab963@gmail.com>

Remove redundant comments from GlobalOrdinalValuesSource

d93f589

Signed-off-by: shreyah963 <shreyab963@gmail.com>

bowenlan-amzn approved these changes Apr 8, 2025

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jainankitk approved these changes Apr 8, 2025

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Merge branch 'main' into GlobalOrdinalValuesSource

a6f9f4f

Signed-off-by: Ankit Jain <akjain@amazon.com>

jainankitk approved these changes Apr 8, 2025

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jainankitk added the backport 2.x Backport to 2.x branch label Apr 8, 2025

jainankitk merged commit 3823169 into opensearch-project:main Apr 8, 2025
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opensearch-trigger-bot bot added the backport-failed label Apr 8, 2025

opensearch-ci-bot mentioned this pull request Apr 25, 2025

[AUTOCUT] Gradle Check Flaky Test Report for ClientYamlTestSuiteIT #14319

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BrewTestBot mentioned this pull request May 6, 2025

opensearch 3.0.0 Homebrew/homebrew-core#222665

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[Aggregations] Optimize singleton handling in GlobalOrdinalValuesSource #17740

[Aggregations] Optimize singleton handling in GlobalOrdinalValuesSource #17740

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Description

Key Changes:

Performance Impact:

Infrastructure Details

Run 1

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Run 2

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Run 3

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Run 4

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Run 5

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