Plan and execute common RowFn batches in one dispatch by connortsui20 · Pull Request #10675 · vortex-data/vortex

connortsui20 · 2026-10-21T15:10:31Z

Summary

Tracking Issue: Epic: Row-oriented scalar functions #9128

Rebased onto develop at d02df8998010cb7ae5dc52d13f8dc333a02986e7. #10676 is open again and remains based on this PR.

This draft still contains the borrowed-decoding, batch-inspection, and validity commits from #10672, #10673, and #10674 because the fusion implementation depends on them. Closing their standalone PRs did not remove those implementation dependencies.

Draft pending fresh performance evaluation. Fusion improved the migrated comparison path in controlled runs, but the complete stack also had ARM and AVX-512 regressions. The independent internal candidates are #10741 and #10742.

Extracts fused execution from #9979. A private visitor plans a concrete signature and finishes batches that need no retry in the same dispatch. Remaining partially valid batches retain dense retry, valid-row execution, and filtered fallback.

Changes

Keeps borrowed tuple decoding, direct Boolean collection, constant masks, and collector call boundaries inside the framework. The supported RowFn authoring API is unchanged. The packed collector checks validity length in release builds before unchecked output construction.

Retains coverage for nullable execution and output validation. The dispatch tests now reach a real second dispatch through partially valid deferred execution, and new coverage checks single-dispatch execution and rejection of a mismatched validity length.

The rebase preserves the execution changes and adapts added tests to the removal of array_session. Source range-diff review shows only test-session setup changes relative to the original patches. Tests, formatting, and benchmarks were not rerun on the rebased head. Earlier native measurements remain historical evidence.

codspeed · 2026-10-21T15:39:19Z

Merging this PR will degrade performance by 3.79%

4 warnings, 1 note

⚠️ Walltime results may be unreliable

Some benchmarks used the Walltime instrument outside CodSpeed Macro Runners, which can make the results inconsistent.

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⚠️ Unable to measure the execution of 1 benchmark

This benchmark measured no execution time, so its result is not comparable and counts as unchanged. This usually happens when the compiler removes the code under test.

Prevent compiler optimizations

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⚠️ 21 benchmarks are dominated by system calls

System calls cannot be simulated consistently and are left out of the measure. The reported value understates the real cost. Switch to the Walltime instrument to measure them.

Learn more about system calls

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⚠️ Base and head ran on different runner types

Some benchmarks with significant performance changes were compared across different runner types, so the changes might not come from the code. Run base and head on the same runner type, or use CodSpeed Macro Runners for more stable results.

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ℹ️ 40 benchmarks have no flamegraph

The flamegraph wasn't generated: the symbols of the profiling trace could not be resolved, because no information about the language frames was collected.

See affected benchmarks

⚡ 6 improved benchmarks
❌ 4 regressed benchmarks
✅ 2398 untouched benchmarks
⏩ 12 skipped benchmarks¹

Warning

Please fix the performance issues or acknowledge them on CodSpeed.

Performance Changes

	Mode	Benchmark	`BASE`	`HEAD`	Efficiency
❌	Walltime	`mul_u64_nonnull_neon`	20.5 µs	39 µs	-47.34%
❌	CPU Simulation	`chunked_dict_primitive_canonical_into[f64, (1000, 1000, 10)]`	151.9 µs	191.4 µs	-20.65%
❌	CPU Simulation	`random_i8[0.01]`	103.4 µs	116.5 µs	-11.26%
❌	CPU Simulation	`test_scan_filter[int]`	3 ms	3.4 ms	-11.24%
⚡	Walltime	`starts_with_avx2[64, VarBin]`	62.7 µs	53.2 µs	+17.82%
⚡	Walltime	`bitpack_blocked_compress_avx2`	7.6 µs	6.7 µs	+12.68%
⚡	Walltime	`add_constant_shapes_neon[(32768, PerRowConstant)]`	15.9 µs	14.2 µs	+12.17%
⚡	Walltime	`add_constant_shapes_neon[(32768, ConstantPerRow)]`	15.8 µs	14.1 µs	+11.99%
⚡	Walltime	`add_constant_shapes_neon[(32768, PerRowNullableConstant)]`	16.4 µs	14.7 µs	+11.61%
⚡	Walltime	`threshold_avx512[80]`	2.8 µs	2.5 µs	+10.97%

Tip

Investigate this regression by commenting @codspeedbot fix this regression on this PR, or directly use the CodSpeed MCP with your agent.

_{Comparing ct/row-fn-cleanup/fused-execution (7c47d4b) with develop (d02df89)}

12 benchmarks were skipped, so the baseline results were used instead. If they were deleted from the codebase, click here and archive them to remove them from the performance reports. ↩

github-actions · 2026-10-23T01:00:44Z

Polar Signals Profiling Results

Latest Run

Status	Commit	Job	Attempt	Link
🟢 Done	`5cbf00a`	tpch-s3	1	Explore Profiling Data
🟢 Done	`5cbf00a`	tpcds-nvme	1	Explore Profiling Data
🟢 Done	`5cbf00a`	tpch-nvme-10	1	Explore Profiling Data
🟢 Done	`5cbf00a`	polarsignals	1	Explore Profiling Data
🟢 Done	`5cbf00a`	clickbench-nvme	1	Explore Profiling Data
🟢 Done	`5cbf00a`	fineweb	1	Explore Profiling Data
🟢 Done	`5cbf00a`	tpch-nvme	1	Explore Profiling Data

Powered by Polar Signals Cloud

github-actions · 2026-10-23T01:02:27Z

Benchmarks: FineWeb NVMe 📖

Commits: PR 5cbf00a7 vs base dbaf5f8e
Verdict: No clear signal (low confidence)
Attributed Vortex impact: +0.6%
Engines: DataFusion No clear signal (-0.1%, low confidence) · DuckDB No clear signal (+1.3%, low confidence)
Vortex (geomean): hot 1.002x ➖ · cold 1.105x ❌
Parquet (geomean): hot 0.996x ➖ · cold 1.014x ➖
Shifts: Parquet (control) -0.4% · Median polish -0.1%

How to read Verdict and Engines

Verdict: Overall PR-level signal after subtracting baseline drift estimated from Parquet control rows. It can be Likely improvement, Likely regression, or No clear signal.
Engines: Per-engine attribution. DataFusion is compared against DataFusion/Parquet controls; DuckDB is compared against DuckDB/Parquet controls. This answers whether each engine improved or regressed independently.
Confidence: Based on directional consistency, share of rows above the noise floor, and control-run noise.
Hot vs cold: Every measurement is run several times. The first run is reported as the cold run, and the median of the runs after it is reported as the hot run. The verdict and significance use hot runs; each target's geomean reports hot and cold beside each other where the individual runs were recorded and hot alone where they were not, the cold column shows first-run cost per row, and hot/cold is how much of each run the warm path saves. Rows whose results predate per-run reporting show only one value, taken from the value the runner reported.
Table cells: Each cell reads PR / base / %diff. The hot and cold columns mark a change as 🔴 slower or 🟢 faster once it clears this suite's threshold; anything smaller is noise here and is left unmarked, as is hot/cold, because a shift in the warm-up ratio is not a win or a loss by itself.

datafusion / vortex-file-compressed / ns (0.997x ➖, 0↑ 0↓)

name	hot ns (PR / base / %diff)	cold ns (PR / base / %diff)	hot/cold (PR / base / %diff)
fineweb_q00/datafusion:vortex-file-compressed	6978951 / 6933052 / +0.7%	17219659 / 19065114 / -9.7%	0.41 / 0.36 / +11.5%
fineweb_q01/datafusion:vortex-file-compressed	7369942 / 7259522 / +1.5%	47334667 / 46738892 / +1.3%	0.16 / 0.16 / +0.2%
fineweb_q02/datafusion:vortex-file-compressed	9843032 / 9668645 / +1.8%	55880897 / 51038313 / +9.5%	0.18 / 0.19 / -7.0%
fineweb_q03/datafusion:vortex-file-compressed	19851900 / 19968437 / -0.6%	114464125 / 115154839 / -0.6%	0.17 / 0.17 / +0.0%
fineweb_q04/datafusion:vortex-file-compressed	66482041 / 66135022 / +0.5%	158843911 / 153855080 / +3.2%	0.42 / 0.43 / -2.6%
fineweb_q05/datafusion:vortex-file-compressed	66353756 / 67261276 / -1.3%	176044771 / 151847008 / +15.9% 🔴	0.38 / 0.44 / -14.9%
fineweb_q06/datafusion:vortex-file-compressed	18616028 / 19352279 / -3.8%	121087457 / 113395394 / +6.8%	0.15 / 0.17 / -9.9%
fineweb_q07/datafusion:vortex-file-compressed	17358126 / 18750810 / -7.4%	114058534 / 106153343 / +7.4%	0.15 / 0.18 / -13.8%
fineweb_q08/datafusion:vortex-file-compressed	9140801 / 8590062 / +6.4%	50749700 / 47354805 / +7.2%	0.18 / 0.18 / -0.7%

datafusion / parquet / ns (0.998x ➖, 0↑ 0↓)

name	hot ns (PR / base / %diff)	cold ns (PR / base / %diff)	hot/cold (PR / base / %diff)
fineweb_q00/datafusion:parquet	9336026 / 9312823 / +0.2%	34209850 / 31825049 / +7.5%	0.27 / 0.29 / -6.7%
fineweb_q01/datafusion:parquet	74362517 / 75379453 / -1.3%	157230267 / 154569055 / +1.7%	0.47 / 0.49 / -3.0%
fineweb_q02/datafusion:parquet	74651052 / 74387834 / +0.4%	160735283 / 152566528 / +5.4%	0.46 / 0.49 / -4.7%
fineweb_q03/datafusion:parquet	73967876 / 73559208 / +0.6%	159842511 / 155166614 / +3.0%	0.46 / 0.47 / -2.4%
fineweb_q04/datafusion:parquet	81912274 / 82376340 / -0.6%	160065000 / 162138317 / -1.3%	0.51 / 0.51 / +0.7%
fineweb_q05/datafusion:parquet	81290792 / 80736812 / +0.7%	157494081 / 155729427 / +1.1%	0.52 / 0.52 / -0.4%
fineweb_q06/datafusion:parquet	76116932 / 75850520 / +0.4%	156924800 / 160417330 / -2.2%	0.49 / 0.47 / +2.6%
fineweb_q07/datafusion:parquet	74125636 / 74321342 / -0.3%	162043890 / 153876442 / +5.3%	0.46 / 0.48 / -5.3%
fineweb_q08/datafusion:parquet	74510710 / 76037394 / -2.0%	160078024 / 155269561 / +3.1%	0.47 / 0.49 / -5.0%

duckdb / vortex-file-compressed / ns (1.008x ➖, 0↑ 0↓)

name	hot ns (PR / base / %diff)	cold ns (PR / base / %diff)	hot/cold (PR / base / %diff)
fineweb_q00/duckdb:vortex-file-compressed	2449110 / 2484150 / -1.4%	7466940 / 7609951 / -1.9%	0.33 / 0.33 / +0.5%
fineweb_q01/duckdb:vortex-file-compressed	9664529 / 9484628 / +1.9%	38802158 / 30917977 / +25.5% 🔴	0.25 / 0.31 / -18.8%
fineweb_q02/duckdb:vortex-file-compressed	10740159 / 10870624 / -1.2%	40324927 / 32192336 / +25.3% 🔴	0.27 / 0.34 / -21.1%
fineweb_q03/duckdb:vortex-file-compressed	19905798 / 19527878 / +1.9%	109895888 / 88287430 / +24.5% 🔴	0.18 / 0.22 / -18.1%
fineweb_q04/duckdb:vortex-file-compressed	66828460 / 67567192 / -1.1%	122868870 / 106451556 / +15.4% 🔴	0.54 / 0.63 / -14.3%
fineweb_q05/duckdb:vortex-file-compressed	67328397 / 67038532 / +0.4%	119831234 / 106149774 / +12.9% 🔴	0.56 / 0.63 / -11.0%
fineweb_q06/duckdb:vortex-file-compressed	19843374 / 18836180 / +5.3%	110123296 / 91207356 / +20.7% 🔴	0.18 / 0.21 / -12.7%
fineweb_q07/duckdb:vortex-file-compressed	19323008 / 19014860 / +1.6%	108340587 / 87237119 / +24.2% 🔴	0.18 / 0.22 / -18.2%
fineweb_q08/duckdb:vortex-file-compressed	5530542 / 5559336 / -0.5%	16187724 / 14740569 / +9.8%	0.34 / 0.38 / -9.4%

duckdb / parquet / ns (0.994x ➖, 0↑ 0↓)

name	hot ns (PR / base / %diff)	cold ns (PR / base / %diff)	hot/cold (PR / base / %diff)
fineweb_q00/duckdb:parquet	27571990 / 27461338 / +0.4%	29757906 / 30012748 / -0.8%	0.93 / 0.91 / +1.3%
fineweb_q01/duckdb:parquet	59134933 / 59687946 / -0.9%	82420533 / 83557303 / -1.4%	0.72 / 0.71 / +0.4%
fineweb_q02/duckdb:parquet	64136922 / 64813070 / -1.0%	85482547 / 85524840 / -0.0%	0.75 / 0.76 / -1.0%
fineweb_q03/duckdb:parquet	129947176 / 131949874 / -1.5%	189050758 / 190022206 / -0.5%	0.69 / 0.69 / -1.0%
fineweb_q04/duckdb:parquet	182075010 / 182803441 / -0.4%	227810874 / 235338377 / -3.2%	0.80 / 0.78 / +2.9%
fineweb_q05/duckdb:parquet	174879170 / 174589493 / +0.2%	221675304 / 221867803 / -0.1%	0.79 / 0.79 / +0.3%
fineweb_q06/duckdb:parquet	94623702 / 95633932 / -1.1%	166050578 / 160983566 / +3.1%	0.57 / 0.59 / -4.1%
fineweb_q07/duckdb:parquet	98853806 / 99086412 / -0.2%	160301993 / 154685981 / +3.6%	0.62 / 0.64 / -3.7%
fineweb_q08/duckdb:parquet	33293414 / 33411632 / -0.4%	34640361 / 34378697 / +0.8%	0.96 / 0.97 / -1.1%

No file size changes detected.

github-actions · 2026-10-23T01:03:07Z

Benchmarks: PolarSignals Profiling 📖

Commits: PR 5cbf00a7 vs base dbaf5f8e
Vortex (geomean): hot 1.000x ➖ · cold 1.086x ➖

datafusion / vortex-file-compressed / ns (1.000x ➖, 0↑ 0↓)

name	hot ns (PR / base / %diff)	cold ns (PR / base / %diff)	hot/cold (PR / base / %diff)
polarsignals_q00/datafusion:vortex-file-compressed	44962570 / 45007058 / -0.1%	97096261 / 89460016 / +8.5%	0.46 / 0.50 / -8.0%
polarsignals_q01/datafusion:vortex-file-compressed	51016242 / 50895984 / +0.2%	117399786 / 113365077 / +3.6%	0.43 / 0.45 / -3.2%
polarsignals_q02/datafusion:vortex-file-compressed	43350092 / 43668024 / -0.7%	92017687 / 85174087 / +8.0%	0.47 / 0.51 / -8.1%
polarsignals_q03/datafusion:vortex-file-compressed	54959120 / 52842154 / +4.0%	121387752 / 119241002 / +1.8%	0.45 / 0.44 / +2.2%
polarsignals_q04/datafusion:vortex-file-compressed	9367343 / 9302598 / +0.7%	55941865 / 46995966 / +19.0% 🔴	0.17 / 0.20 / -15.4%
polarsignals_q05/datafusion:vortex-file-compressed	11818686 / 12043104 / -1.9%	55424058 / 51648628 / +7.3%	0.21 / 0.23 / -8.5%
polarsignals_q06/datafusion:vortex-file-compressed	23702358 / 23556470 / +0.6%	69437445 / 64914831 / +7.0%	0.34 / 0.36 / -5.9%
polarsignals_q07/datafusion:vortex-file-compressed	11046086 / 11274296 / -2.0%	59768751 / 51387645 / +16.3% 🔴	0.18 / 0.22 / -15.8%
polarsignals_q08/datafusion:vortex-file-compressed	97831518 / 98474736 / -0.7%	169948067 / 164297464 / +3.4%	0.58 / 0.60 / -4.0%
polarsignals_q09/datafusion:vortex-file-compressed	10144779 / 10104396 / +0.4%	54466547 / 48639489 / +12.0% 🔴	0.19 / 0.21 / -10.3%

No file size changes detected.

github-actions · 2026-10-23T01:03:09Z

Benchmarks: TPC-H SF=1 on NVME 📖

Commits: PR 5cbf00a7 vs base dbaf5f8e
Verdict: No clear signal (low confidence)
Attributed Vortex impact: +0.7%
Engines: DataFusion No clear signal (+0.0%, low confidence) · DuckDB No clear signal (+1.3%, low confidence)
Vortex (geomean): hot 0.998x ➖ · cold 0.995x ➖
Parquet (geomean): hot 0.991x ➖ · cold 0.987x ➖
Shifts: Parquet (control) -0.9% · Median polish -0.5%

How to read Verdict and Engines

Verdict: Overall PR-level signal after subtracting baseline drift estimated from Parquet control rows. It can be Likely improvement, Likely regression, or No clear signal.
Engines: Per-engine attribution. DataFusion is compared against DataFusion/Parquet controls; DuckDB is compared against DuckDB/Parquet controls. This answers whether each engine improved or regressed independently.
Confidence: Based on directional consistency, share of rows above the noise floor, and control-run noise.
Hot vs cold: Every measurement is run several times. The first run is reported as the cold run, and the median of the runs after it is reported as the hot run. The verdict and significance use hot runs; each target's geomean reports hot and cold beside each other where the individual runs were recorded and hot alone where they were not, the cold column shows first-run cost per row, and hot/cold is how much of each run the warm path saves. Rows whose results predate per-run reporting show only one value, taken from the value the runner reported.
Table cells: Each cell reads PR / base / %diff. The hot and cold columns mark a change as 🔴 slower or 🟢 faster once it clears this suite's threshold; anything smaller is noise here and is left unmarked, as is hot/cold, because a shift in the warm-up ratio is not a win or a loss by itself.

datafusion / vortex-file-compressed / ns (0.998x ➖, 0↑ 0↓)

name	hot ns (PR / base / %diff)	cold ns (PR / base / %diff)	hot/cold (PR / base / %diff)
tpch_q01/datafusion:vortex-file-compressed	14564000 / 14776371 / -1.4%	43912103 / 43841084 / +0.2%	0.33 / 0.34 / -1.6%
tpch_q02/datafusion:vortex-file-compressed	17089207 / 17186806 / -0.6%	36866946 / 36636487 / +0.6%	0.46 / 0.47 / -1.2%
tpch_q03/datafusion:vortex-file-compressed	18937062 / 19102108 / -0.9%	46400929 / 51025700 / -9.1%	0.41 / 0.37 / +9.0%
tpch_q04/datafusion:vortex-file-compressed	9816174 / 10083680 / -2.7%	34985237 / 35403690 / -1.2%	0.28 / 0.28 / -1.5%
tpch_q05/datafusion:vortex-file-compressed	35971217 / 36443557 / -1.3%	69672647 / 73228419 / -4.9%	0.52 / 0.50 / +3.7%
tpch_q06/datafusion:vortex-file-compressed	5970872 / 5859241 / +1.9%	30963950 / 30257458 / +2.3%	0.19 / 0.19 / -0.4%
tpch_q07/datafusion:vortex-file-compressed	51940085 / 51308830 / +1.2%	76368987 / 78609682 / -2.9%	0.68 / 0.65 / +4.2%
tpch_q08/datafusion:vortex-file-compressed	51001798 / 50783626 / +0.4%	80346961 / 75657764 / +6.2%	0.63 / 0.67 / -5.4%
tpch_q09/datafusion:vortex-file-compressed	49622109 / 49692213 / -0.1%	78803524 / 80336886 / -1.9%	0.63 / 0.62 / +1.8%
tpch_q10/datafusion:vortex-file-compressed	17043814 / 17012089 / +0.2%	51048906 / 55051829 / -7.3%	0.33 / 0.31 / +8.0%
tpch_q11/datafusion:vortex-file-compressed	15129818 / 15013526 / +0.8%	35012735 / 36894428 / -5.1%	0.43 / 0.41 / +6.2%
tpch_q12/datafusion:vortex-file-compressed	22543872 / 22502412 / +0.2%	46269695 / 47556335 / -2.7%	0.49 / 0.47 / +3.0%
tpch_q13/datafusion:vortex-file-compressed	19584742 / 19330409 / +1.3%	41694997 / 38096457 / +9.4%	0.47 / 0.51 / -7.4%
tpch_q14/datafusion:vortex-file-compressed	14700035 / 14495402 / +1.4%	43420469 / 43341880 / +0.2%	0.34 / 0.33 / +1.2%
tpch_q15/datafusion:vortex-file-compressed	18110269 / 18499720 / -2.1%	44470684 / 47441392 / -6.3%	0.41 / 0.39 / +4.4%
tpch_q16/datafusion:vortex-file-compressed	18788765 / 18720167 / +0.4%	40899427 / 43258734 / -5.5%	0.46 / 0.43 / +6.2%
tpch_q17/datafusion:vortex-file-compressed	27868212 / 27446457 / +1.5%	62610081 / 62823805 / -0.3%	0.45 / 0.44 / +1.9%
tpch_q18/datafusion:vortex-file-compressed	36617998 / 36850588 / -0.6%	59271657 / 60091141 / -1.4%	0.62 / 0.61 / +0.7%
tpch_q19/datafusion:vortex-file-compressed	14472729 / 14857294 / -2.6%	42244792 / 44522390 / -5.1%	0.34 / 0.33 / +2.7%
tpch_q20/datafusion:vortex-file-compressed	20482178 / 20479776 / +0.0%	45453203 / 48040652 / -5.4%	0.45 / 0.43 / +5.7%
tpch_q21/datafusion:vortex-file-compressed	37660348 / 38458963 / -2.1%	68601949 / 67085262 / +2.3%	0.55 / 0.57 / -4.2%
tpch_q22/datafusion:vortex-file-compressed	11970645 / 11931334 / +0.3%	34747263 / 34226128 / +1.5%	0.34 / 0.35 / -1.2%

datafusion / parquet / ns (0.997x ➖, 0↑ 0↓)

name	hot ns (PR / base / %diff)	cold ns (PR / base / %diff)	hot/cold (PR / base / %diff)
tpch_q01/datafusion:parquet	18562606 / 18929468 / -1.9%	46108933 / 46915492 / -1.7%	0.40 / 0.40 / -0.2%
tpch_q02/datafusion:parquet	48996408 / 49385216 / -0.8%	77397619 / 76009536 / +1.8%	0.63 / 0.65 / -2.6%
tpch_q03/datafusion:parquet	40268704 / 40779024 / -1.3%	72927920 / 73718615 / -1.1%	0.55 / 0.55 / -0.2%
tpch_q04/datafusion:parquet	17839077 / 17658357 / +1.0%	45328393 / 46690948 / -2.9%	0.39 / 0.38 / +4.1%
tpch_q05/datafusion:parquet	69556147 / 69960247 / -0.6%	104010528 / 105774026 / -1.7%	0.67 / 0.66 / +1.1%
tpch_q06/datafusion:parquet	10713058 / 10578291 / +1.3%	35096815 / 39363331 / -10.8% 🟢	0.31 / 0.27 / +13.6%
tpch_q07/datafusion:parquet	77593772 / 77843481 / -0.3%	113549932 / 118761690 / -4.4%	0.68 / 0.66 / +4.3%
tpch_q08/datafusion:parquet	88928249 / 87837853 / +1.2%	128786455 / 127494738 / +1.0%	0.69 / 0.69 / +0.2%
tpch_q09/datafusion:parquet	76500548 / 75392767 / +1.5%	113232873 / 115847987 / -2.3%	0.68 / 0.65 / +3.8%
tpch_q10/datafusion:parquet	30914118 / 30794886 / +0.4%	63478311 / 64541619 / -1.6%	0.49 / 0.48 / +2.1%
tpch_q11/datafusion:parquet	38019077 / 38308973 / -0.8%	65626240 / 66166771 / -0.8%	0.58 / 0.58 / +0.1%
tpch_q12/datafusion:parquet	28300566 / 28006450 / +1.1%	53641923 / 54707939 / -1.9%	0.53 / 0.51 / +3.1%
tpch_q13/datafusion:parquet	27940585 / 27997377 / -0.2%	50445521 / 50286113 / +0.3%	0.55 / 0.56 / -0.5%
tpch_q14/datafusion:parquet	23496666 / 23978905 / -2.0%	56511077 / 57122157 / -1.1%	0.42 / 0.42 / -1.0%
tpch_q15/datafusion:parquet	38417352 / 38592510 / -0.5%	69336885 / 69759880 / -0.6%	0.55 / 0.55 / +0.2%
tpch_q16/datafusion:parquet	29078611 / 29100981 / -0.1%	54197660 / 53575405 / +1.2%	0.54 / 0.54 / -1.2%
tpch_q17/datafusion:parquet	44015344 / 44816911 / -1.8%	81907510 / 82278955 / -0.5%	0.54 / 0.54 / -1.3%
tpch_q18/datafusion:parquet	44539166 / 44149750 / +0.9%	69582321 / 69458954 / +0.2%	0.64 / 0.64 / +0.7%
tpch_q19/datafusion:parquet	20872850 / 22100636 / -5.6%	51849316 / 55007697 / -5.7%	0.40 / 0.40 / +0.2%
tpch_q20/datafusion:parquet	54948710 / 55426619 / -0.9%	92659576 / 94691933 / -2.1%	0.59 / 0.59 / +1.3%
tpch_q21/datafusion:parquet	77894930 / 76668723 / +1.6%	113762924 / 115314112 / -1.3%	0.68 / 0.66 / +3.0%
tpch_q22/datafusion:parquet	21583247 / 21122438 / +2.2%	46250222 / 47141383 / -1.9%	0.47 / 0.45 / +4.2%

duckdb / vortex-file-compressed / ns (0.997x ➖, 0↑ 1↓)

name	hot ns (PR / base / %diff)	cold ns (PR / base / %diff)	hot/cold (PR / base / %diff)
tpch_q01/duckdb:vortex-file-compressed	11656171 / 9904637 / +17.7% 🔴	21455713 / 21563307 / -0.5%	0.54 / 0.46 / +18.3%
tpch_q02/duckdb:vortex-file-compressed	16180557 / 16379618 / -1.2%	25304628 / 25512912 / -0.8%	0.64 / 0.64 / -0.4%
tpch_q03/duckdb:vortex-file-compressed	19997385 / 20133844 / -0.7%	37883506 / 35567688 / +6.5%	0.53 / 0.57 / -6.7%
tpch_q04/duckdb:vortex-file-compressed	12999523 / 12734818 / +2.1%	26022800 / 26685903 / -2.5%	0.50 / 0.48 / +4.7%
tpch_q05/duckdb:vortex-file-compressed	21145213 / 21564881 / -1.9%	35887581 / 35876200 / +0.0%	0.59 / 0.60 / -2.0%
tpch_q06/duckdb:vortex-file-compressed	5772105 / 5869156 / -1.7%	16084481 / 16125813 / -0.3%	0.36 / 0.36 / -1.4%
tpch_q07/duckdb:vortex-file-compressed	25315641 / 25738633 / -1.6%	42629614 / 43691551 / -2.4%	0.59 / 0.59 / +0.8%
tpch_q08/duckdb:vortex-file-compressed	22184351 / 22178580 / +0.0%	39253740 / 38812805 / +1.1%	0.57 / 0.57 / -1.1%
tpch_q09/duckdb:vortex-file-compressed	23038460 / 23106946 / -0.3%	41790417 / 42590203 / -1.9%	0.55 / 0.54 / +1.6%
tpch_q10/duckdb:vortex-file-compressed	23736191 / 24132559 / -1.6%	42955065 / 40823058 / +5.2%	0.55 / 0.59 / -6.5%
tpch_q11/duckdb:vortex-file-compressed	8310826 / 8516261 / -2.4%	16927535 / 16705342 / +1.3%	0.49 / 0.51 / -3.7%
tpch_q12/duckdb:vortex-file-compressed	16765010 / 16955241 / -1.1%	32547093 / 33120862 / -1.7%	0.52 / 0.51 / +0.6%
tpch_q13/duckdb:vortex-file-compressed	20934779 / 21542917 / -2.8%	34126616 / 33436236 / +2.1%	0.61 / 0.64 / -4.8%
tpch_q14/duckdb:vortex-file-compressed	12378628 / 12544083 / -1.3%	25350173 / 24970772 / +1.5%	0.49 / 0.50 / -2.8%
tpch_q15/duckdb:vortex-file-compressed	9134720 / 9341601 / -2.2%	21392749 / 20752054 / +3.1%	0.43 / 0.45 / -5.1%
tpch_q16/duckdb:vortex-file-compressed	18904669 / 19375973 / -2.4%	26251601 / 26373079 / -0.5%	0.72 / 0.73 / -2.0%
tpch_q17/duckdb:vortex-file-compressed	14121173 / 14316620 / -1.4%	29383588 / 27817404 / +5.6%	0.48 / 0.51 / -6.6%
tpch_q18/duckdb:vortex-file-compressed	27098860 / 27208120 / -0.4%	36922335 / 36805622 / +0.3%	0.73 / 0.74 / -0.7%
tpch_q19/duckdb:vortex-file-compressed	12581907 / 12354669 / +1.8%	27114855 / 26824011 / +1.1%	0.46 / 0.46 / +0.7%
tpch_q20/duckdb:vortex-file-compressed	15947012 / 16087647 / -0.9%	32909009 / 32762690 / +0.4%	0.48 / 0.49 / -1.3%
tpch_q21/duckdb:vortex-file-compressed	38947077 / 39487713 / -1.4%	59499124 / 59145627 / +0.6%	0.65 / 0.67 / -2.0%
tpch_q22/duckdb:vortex-file-compressed	19108539 / 19176646 / -0.4%	29829828 / 30025717 / -0.7%	0.64 / 0.64 / +0.3%

duckdb / parquet / ns (0.984x ➖, 0↑ 0↓)

name	hot ns (PR / base / %diff)	cold ns (PR / base / %diff)	hot/cold (PR / base / %diff)
tpch_q01/duckdb:parquet	18052553 / 18114273 / -0.3%	22133985 / 22190369 / -0.3%	0.82 / 0.82 / -0.1%
tpch_q02/duckdb:parquet	31321967 / 32825548 / -4.6%	38830202 / 40899716 / -5.1%	0.81 / 0.80 / +0.5%
tpch_q03/duckdb:parquet	36533289 / 37136714 / -1.6%	46229199 / 46284378 / -0.1%	0.79 / 0.80 / -1.5%
tpch_q04/duckdb:parquet	26340176 / 26563776 / -0.8%	34833149 / 34188227 / +1.9%	0.76 / 0.78 / -2.7%
tpch_q05/duckdb:parquet	40546151 / 41402729 / -2.1%	51012469 / 54572346 / -6.5%	0.79 / 0.76 / +4.8%
tpch_q06/duckdb:parquet	10777822 / 11517822 / -6.4%	16449947 / 15871527 / +3.6%	0.66 / 0.73 / -9.7%
tpch_q07/duckdb:parquet	44670647 / 44424432 / +0.6%	56084771 / 54546435 / +2.8%	0.80 / 0.81 / -2.2%
tpch_q08/duckdb:parquet	48568468 / 49840490 / -2.6%	60381504 / 63296744 / -4.6%	0.80 / 0.79 / +2.2%
tpch_q09/duckdb:parquet	52982346 / 53730772 / -1.4%	61248863 / 60705209 / +0.9%	0.87 / 0.89 / -2.3%
tpch_q10/duckdb:parquet	42201566 / 43170781 / -2.2%	48946501 / 49080622 / -0.3%	0.86 / 0.88 / -2.0%
tpch_q11/duckdb:parquet	17469041 / 17716034 / -1.4%	24356578 / 25300245 / -3.7%	0.72 / 0.70 / +2.4%
tpch_q12/duckdb:parquet	22862813 / 23584563 / -3.1%	30751294 / 30719433 / +0.1%	0.74 / 0.77 / -3.2%
tpch_q13/duckdb:parquet	35723782 / 35660139 / +0.2%	42441438 / 39324012 / +7.9%	0.84 / 0.91 / -7.2%
tpch_q14/duckdb:parquet	25804106 / 26324922 / -2.0%	36103074 / 35088681 / +2.9%	0.71 / 0.75 / -4.7%
tpch_q15/duckdb:parquet	19579027 / 19374641 / +1.1%	25427834 / 25014961 / +1.7%	0.77 / 0.77 / -0.6%
tpch_q16/duckdb:parquet	31018490 / 31815086 / -2.5%	39127652 / 39573215 / -1.1%	0.79 / 0.80 / -1.4%
tpch_q17/duckdb:parquet	27016286 / 26534895 / +1.8%	34821078 / 37028488 / -6.0%	0.78 / 0.72 / +8.3%
tpch_q18/duckdb:parquet	37967657 / 38649608 / -1.8%	46932951 / 47298676 / -0.8%	0.81 / 0.82 / -1.0%
tpch_q19/duckdb:parquet	23081463 / 23645587 / -2.4%	30435023 / 31542234 / -3.5%	0.76 / 0.75 / +1.2%
tpch_q20/duckdb:parquet	32831732 / 33555980 / -2.2%	42855701 / 44352526 / -3.4%	0.77 / 0.76 / +1.3%
tpch_q21/duckdb:parquet	65211440 / 64632953 / +0.9%	76200130 / 77324113 / -1.5%	0.86 / 0.84 / +2.4%
tpch_q22/duckdb:parquet	24371775 / 24666213 / -1.2%	32509494 / 32975637 / -1.4%	0.75 / 0.75 / +0.2%

No file size changes detected.

github-actions · 2026-10-23T01:06:29Z

Benchmarks: Clickbench on NVME 📖

Commits: PR 5cbf00a7 vs base dbaf5f8e
Verdict: No clear signal (low confidence)
Attributed Vortex impact: +0.1%
Engines: DataFusion No clear signal (-0.2%, low confidence) · DuckDB No clear signal (+0.3%, low confidence)
Vortex (geomean): hot 0.997x ➖ · cold 1.046x ➖
Parquet (geomean): hot 0.997x ➖ · cold 1.013x ➖
Shifts: Parquet (control) -0.3% · Median polish -0.3%

How to read Verdict and Engines

Verdict: Overall PR-level signal after subtracting baseline drift estimated from Parquet control rows. It can be Likely improvement, Likely regression, or No clear signal.
Engines: Per-engine attribution. DataFusion is compared against DataFusion/Parquet controls; DuckDB is compared against DuckDB/Parquet controls. This answers whether each engine improved or regressed independently.
Confidence: Based on directional consistency, share of rows above the noise floor, and control-run noise.
Hot vs cold: Every measurement is run several times. The first run is reported as the cold run, and the median of the runs after it is reported as the hot run. The verdict and significance use hot runs; each target's geomean reports hot and cold beside each other where the individual runs were recorded and hot alone where they were not, the cold column shows first-run cost per row, and hot/cold is how much of each run the warm path saves. Rows whose results predate per-run reporting show only one value, taken from the value the runner reported.
Table cells: Each cell reads PR / base / %diff. The hot and cold columns mark a change as 🔴 slower or 🟢 faster once it clears this suite's threshold; anything smaller is noise here and is left unmarked, as is hot/cold, because a shift in the warm-up ratio is not a win or a loss by itself.

datafusion / vortex-file-compressed / ns (0.995x ➖, 0↑ 0↓)

name	hot ns (PR / base / %diff)	cold ns (PR / base / %diff)	hot/cold (PR / base / %diff)
clickbench_q00/datafusion:vortex-file-compressed	1238398 / 1236950 / +0.1%	22140029 / 18832050 / +17.6% 🔴	0.06 / 0.07 / -14.8%
clickbench_q01/datafusion:vortex-file-compressed	6052524 / `5694596` / +6.3%	34517860 / 34378241 / +0.4%	0.18 / 0.17 / +5.9%
clickbench_q02/datafusion:vortex-file-compressed	9329228 / 8931516 / +4.5%	39256277 / 31852434 / +23.2% 🔴	0.24 / 0.28 / -15.2%
clickbench_q03/datafusion:vortex-file-compressed	10596465 / 11665517 / -9.2%	52571566 / 48270415 / +8.9%	0.20 / 0.24 / -16.6%
clickbench_q04/datafusion:vortex-file-compressed	54085170 / 55234616 / -2.1%	89237805 / 88170821 / +1.2%	0.61 / 0.63 / -3.3%
clickbench_q05/datafusion:vortex-file-compressed	73345622 / 73848588 / -0.7%	116305237 / 115981774 / +0.3%	0.63 / 0.64 / -1.0%
clickbench_q06/datafusion:vortex-file-compressed	1252186 / 1241522 / +0.9%	22580913 / 20182639 / +11.9% 🔴	0.06 / 0.06 / -9.9%
clickbench_q07/datafusion:vortex-file-compressed	9270686 / 9026580 / +2.7%	32353805 / 28911473 / +11.9% 🔴	0.29 / 0.31 / -8.2%
clickbench_q08/datafusion:vortex-file-compressed	74788968 / 74224596 / +0.8%	114110443 / 106363613 / +7.3%	0.66 / 0.70 / -6.1%
clickbench_q09/datafusion:vortex-file-compressed	172905947 / 167042444 / +3.5%	204580159 / 212754831 / -3.8%	0.85 / 0.79 / +7.6%
clickbench_q10/datafusion:vortex-file-compressed	21822202 / 23950792 / -8.9%	67446059 / 61163576 / +10.3% 🔴	0.32 / 0.39 / -17.4%
clickbench_q11/datafusion:vortex-file-compressed	25179582 / 25057278 / +0.5%	67806942 / 65580886 / +3.4%	0.37 / 0.38 / -2.8%
clickbench_q12/datafusion:vortex-file-compressed	70566382 / 74967946 / -5.9%	120035969 / 113558574 / +5.7%	0.59 / 0.66 / -11.0%
clickbench_q13/datafusion:vortex-file-compressed	117732196 / 116499552 / +1.1%	180091236 / 172786976 / +4.2%	0.65 / 0.67 / -3.0%
clickbench_q14/datafusion:vortex-file-compressed	73248654 / 72282150 / +1.3%	114361216 / 116269382 / -1.6%	0.64 / 0.62 / +3.0%
clickbench_q15/datafusion:vortex-file-compressed	60713523 / 60083352 / +1.0%	95569246 / 93241239 / +2.5%	0.64 / 0.64 / -1.4%
clickbench_q16/datafusion:vortex-file-compressed	150408620 / 149975010 / +0.3%	209902343 / 201468339 / +4.2%	0.72 / 0.74 / -3.7%
clickbench_q17/datafusion:vortex-file-compressed	145754837 / 147577054 / -1.2%	203995239 / 204099817 / -0.1%	0.71 / 0.72 / -1.2%
clickbench_q18/datafusion:vortex-file-compressed	286055336 / 283484368 / +0.9%	363611960 / 366427017 / -0.8%	0.79 / 0.77 / +1.7%
clickbench_q19/datafusion:vortex-file-compressed	7326824 / 7751652 / -5.5%	52382370 / 44798295 / +16.9% 🔴	0.14 / 0.17 / -19.2%
clickbench_q20/datafusion:vortex-file-compressed	59875816 / 62377882 / -4.0%	226089630 / 224649155 / +0.6%	0.26 / 0.28 / -4.6%
clickbench_q21/datafusion:vortex-file-compressed	89377044 / 90514660 / -1.3%	274609231 / 266676429 / +3.0%	0.33 / 0.34 / -4.1%
clickbench_q22/datafusion:vortex-file-compressed	96621762 / 97948756 / -1.4%	342174456 / 339031476 / +0.9%	0.28 / 0.29 / -2.3%
clickbench_q23/datafusion:vortex-file-compressed	189458630 / 195342428 / -3.0%	478736909 / 407433731 / +17.5% 🔴	0.40 / 0.48 / -17.5%
clickbench_q24/datafusion:vortex-file-compressed	15213981 / 14804056 / +2.8%	69203446 / 61627529 / +12.3% 🔴	0.22 / 0.24 / -8.5%
clickbench_q25/datafusion:vortex-file-compressed	17091322 / 17712314 / -3.5%	58472245 / 54059627 / +8.2%	0.29 / 0.33 / -10.8%
clickbench_q26/datafusion:vortex-file-compressed	16024554 / 15788577 / +1.5%	67856388 / 63778736 / +6.4%	0.24 / 0.25 / -4.6%
clickbench_q27/datafusion:vortex-file-compressed	97452848 / 97685321 / -0.2%	242597416 / 238717781 / +1.6%	0.40 / 0.41 / -1.8%
clickbench_q28/datafusion:vortex-file-compressed	553783857 / 559472720 / -1.0%	620556041 / 615200230 / +0.9%	0.89 / 0.91 / -1.9%
clickbench_q29/datafusion:vortex-file-compressed	22815011 / 22953082 / -0.6%	51036725 / 49421047 / +3.3%	0.45 / 0.46 / -3.7%
clickbench_q30/datafusion:vortex-file-compressed	56306212 / 57024911 / -1.3%	102424059 / 96763451 / +5.8%	0.55 / 0.59 / -6.7%
clickbench_q31/datafusion:vortex-file-compressed	67004245 / 66915046 / +0.1%	160838543 / 147089429 / +9.3%	0.42 / 0.45 / -8.4%
clickbench_q32/datafusion:vortex-file-compressed	283265216 / 289354838 / -2.1%	379312463 / 378577448 / +0.2%	0.75 / 0.76 / -2.3%
clickbench_q33/datafusion:vortex-file-compressed	318500441 / 319707038 / -0.4%	419323134 / 417091789 / +0.5%	0.76 / 0.77 / -0.9%
clickbench_q34/datafusion:vortex-file-compressed	319441270 / 318448116 / +0.3%	440488962 / 420458385 / +4.8%	0.73 / 0.76 / -4.2%
clickbench_q35/datafusion:vortex-file-compressed	54352305 / 54976977 / -1.1%	89336665 / 83529073 / +7.0%	0.61 / 0.66 / -7.6%
clickbench_q36/datafusion:vortex-file-compressed	37295101 / 36839125 / +1.2%	65918191 / 62047593 / +6.2%	0.57 / 0.59 / -4.7%
clickbench_q37/datafusion:vortex-file-compressed	21504432 / 21700262 / -0.9%	48396431 / 44924943 / +7.7%	0.44 / 0.48 / -8.0%
clickbench_q38/datafusion:vortex-file-compressed	11420144 / 11714084 / -2.5%	40621515 / 35391721 / +14.8% 🔴	0.28 / 0.33 / -15.1%
clickbench_q39/datafusion:vortex-file-compressed	77495792 / 76986718 / +0.7%	108900365 / 107458400 / +1.3%	0.71 / 0.72 / -0.7%
clickbench_q40/datafusion:vortex-file-compressed	11420022 / 10842120 / +5.3%	37820692 / 33680192 / +12.3% 🔴	0.30 / 0.32 / -6.2%
clickbench_q41/datafusion:vortex-file-compressed	10325844 / 10550762 / -2.1%	36197964 / 33943254 / +6.6%	0.29 / 0.31 / -8.2%
clickbench_q42/datafusion:vortex-file-compressed	11198278 / 10971420 / +2.1%	36466164 / 32762559 / +11.3% 🔴	0.31 / 0.33 / -8.3%

datafusion / parquet / ns (0.997x ➖, 0↑ 0↓)

name	hot ns (PR / base / %diff)	cold ns (PR / base / %diff)	hot/cold (PR / base / %diff)
clickbench_q00/datafusion:parquet	1254632 / 1254979 / -0.0%	51450593 / 48727459 / +5.6%	0.02 / 0.03 / -5.3%
clickbench_q01/datafusion:parquet	16053345 / 15850068 / +1.3%	73017210 / 72327380 / +1.0%	0.22 / 0.22 / +0.3%
clickbench_q02/datafusion:parquet	18888906 / 18519390 / +2.0%	81132024 / 80014530 / +1.4%	0.23 / 0.23 / +0.6%
clickbench_q03/datafusion:parquet	17184078 / 17292454 / -0.6%	81487409 / 78989629 / +3.2%	0.21 / 0.22 / -3.7%
clickbench_q04/datafusion:parquet	64137260 / 61554584 / +4.2%	124157499 / 124529951 / -0.3%	0.52 / 0.49 / +4.5%
clickbench_q05/datafusion:parquet	87627896 / 87952186 / -0.4%	156130467 / 153422144 / +1.8%	0.56 / 0.57 / -2.1%
clickbench_q06/datafusion:parquet	1248653 / 1303058 / -4.2%	51086541 / 48134632 / +6.1%	0.02 / 0.03 / -9.7%
clickbench_q07/datafusion:parquet	16683675 / 16730044 / -0.3%	70042910 / 69216309 / +1.2%	0.24 / 0.24 / -1.5%
clickbench_q08/datafusion:parquet	85572206 / 84942356 / +0.7%	163186324 / 157129680 / +3.9%	0.52 / 0.54 / -3.0%
clickbench_q09/datafusion:parquet	190192602 / 186543036 / +2.0%	264282767 / 265318974 / -0.4%	0.72 / 0.70 / +2.4%
clickbench_q10/datafusion:parquet	36406376 / 36742432 / -0.9%	102778852 / 100331511 / +2.4%	0.35 / 0.37 / -3.3%
clickbench_q11/datafusion:parquet	43246396 / 42805236 / +1.0%	111247976 / 103548473 / +7.4%	0.39 / 0.41 / -6.0%
clickbench_q12/datafusion:parquet	95626170 / 95559694 / +0.1%	160530176 / 154078944 / +4.2%	0.60 / 0.62 / -4.0%
clickbench_q13/datafusion:parquet	147603552 / 145607736 / +1.4%	225001431 / 224939079 / +0.0%	0.66 / 0.65 / +1.3%
clickbench_q14/datafusion:parquet	101882404 / 101641694 / +0.2%	174608425 / 167541509 / +4.2%	0.58 / 0.61 / -3.8%
clickbench_q15/datafusion:parquet	70378112 / 70085827 / +0.4%	131008582 / 127899934 / +2.4%	0.54 / 0.55 / -2.0%
clickbench_q16/datafusion:parquet	155415236 / 155315144 / +0.1%	232015107 / 232668781 / -0.3%	0.67 / 0.67 / +0.3%
clickbench_q17/datafusion:parquet	155645297 / 156002198 / -0.2%	236931632 / 235789118 / +0.5%	0.66 / 0.66 / -0.7%
clickbench_q18/datafusion:parquet	305102238 / 309184034 / -1.3%	416660371 / 417258489 / -0.1%	0.73 / 0.74 / -1.2%
clickbench_q19/datafusion:parquet	18878650 / 18976370 / -0.5%	77470495 / 74929933 / +3.4%	0.24 / 0.25 / -3.8%
clickbench_q20/datafusion:parquet	178720874 / 178719197 / +0.0%	280901165 / 275073250 / +2.1%	0.64 / 0.65 / -2.1%
clickbench_q21/datafusion:parquet	172613448 / 173971790 / -0.8%	298835170 / 291401344 / +2.6%	0.58 / 0.60 / -3.2%
clickbench_q22/datafusion:parquet	258918034 / 261183054 / -0.9%	427832376 / 408360492 / +4.8%	0.61 / 0.64 / -5.4%
clickbench_q23/datafusion:parquet	1014695040 / 1018663246 / -0.4%	1198955276 / 1173317693 / +2.2%	0.85 / 0.87 / -2.5%
clickbench_q24/datafusion:parquet	30010312 / 29803469 / +0.7%	88550946 / 86009033 / +3.0%	0.34 / 0.35 / -2.2%
clickbench_q25/datafusion:parquet	36757112 / 37502666 / -2.0%	101104278 / 98809964 / +2.3%	0.36 / 0.38 / -4.2%
clickbench_q26/datafusion:parquet	29494576 / 30494349 / -3.3%	89585018 / 86043439 / +4.1%	0.33 / 0.35 / -7.1%
clickbench_q27/datafusion:parquet	191978700 / 192788743 / -0.4%	292634104 / 279968103 / +4.5%	0.66 / 0.69 / -4.7%
clickbench_q28/datafusion:parquet	614942757 / 618773711 / -0.6%	699988534 / 704633956 / -0.7%	0.88 / 0.88 / +0.0%
clickbench_q29/datafusion:parquet	28588916 / 28837222 / -0.9%	91678311 / 87978624 / +4.2%	0.31 / 0.33 / -4.9%
clickbench_q30/datafusion:parquet	91653038 / 91771326 / -0.1%	174529611 / 165158984 / +5.7%	0.53 / 0.56 / -5.5%
clickbench_q31/datafusion:parquet	102621196 / 104024132 / -1.3%	198640548 / 192695551 / +3.1%	0.52 / 0.54 / -4.3%
clickbench_q32/datafusion:parquet	307035082 / 314634326 / -2.4%	426103193 / 423750301 / +0.6%	0.72 / 0.74 / -3.0%
clickbench_q33/datafusion:parquet	377450574 / 377056068 / +0.1%	482855948 / 474853396 / +1.7%	0.78 / 0.79 / -1.6%
clickbench_q34/datafusion:parquet	376941928 / 377583452 / -0.2%	481847824 / 472183821 / +2.0%	0.78 / 0.80 / -2.2%
clickbench_q35/datafusion:parquet	64302072 / 65086324 / -1.2%	124132448 / 123568954 / +0.5%	0.52 / 0.53 / -1.7%
clickbench_q36/datafusion:parquet	73177407 / 73696968 / -0.7%	135655069 / 133131496 / +1.9%	0.54 / 0.55 / -2.6%
clickbench_q37/datafusion:parquet	35647886 / 35726108 / -0.2%	92674513 / 89940243 / +3.0%	0.38 / 0.40 / -3.2%
clickbench_q38/datafusion:parquet	47481953 / 47630422 / -0.3%	108431434 / 106119344 / +2.2%	0.44 / 0.45 / -2.4%
clickbench_q39/datafusion:parquet	142974424 / 143248448 / -0.2%	211991524 / 208414874 / +1.7%	0.67 / 0.69 / -1.9%
clickbench_q40/datafusion:parquet	19995030 / 20125420 / -0.6%	78780419 / 74993180 / +5.1%	0.25 / 0.27 / -5.4%
clickbench_q41/datafusion:parquet	18581732 / 19065405 / -2.5%	76385056 / 75399059 / +1.3%	0.24 / 0.25 / -3.8%
clickbench_q42/datafusion:parquet	19084752 / 19308368 / -1.2%	74963787 / 73435592 / +2.1%	0.25 / 0.26 / -3.2%

duckdb / vortex-file-compressed / ns (1.000x ➖, 0↑ 0↓)

name	hot ns (PR / base / %diff)	cold ns (PR / base / %diff)	hot/cold (PR / base / %diff)
clickbench_q00/duckdb:vortex-file-compressed	2447520 / 2454541 / -0.3%	25011509 / 27524096 / -9.1%	0.10 / 0.09 / +9.7%
clickbench_q01/duckdb:vortex-file-compressed	7618100 / 7688304 / -0.9%	29362988 / 31670210 / -7.3%	0.26 / 0.24 / +6.9%
clickbench_q02/duckdb:vortex-file-compressed	8127260 / 8228183 / -1.2%	36564664 / 36154036 / +1.1%	0.22 / 0.23 / -2.3%
clickbench_q03/duckdb:vortex-file-compressed	15964690 / 16224274 / -1.6%	61500490 / 54382911 / +13.1% 🔴	0.26 / 0.30 / -13.0%
clickbench_q04/duckdb:vortex-file-compressed	56852962 / 56853120 / -0.0%	100218567 / 98945233 / +1.3%	0.57 / 0.57 / -1.3%
clickbench_q05/duckdb:vortex-file-compressed	66878520 / 66783227 / +0.1%	97859946 / 98521177 / -0.7%	0.68 / 0.68 / +0.8%
clickbench_q06/duckdb:vortex-file-compressed	2760938 / 2786520 / -0.9%	30595456 / 33444614 / -8.5%	0.09 / 0.08 / +8.3%
clickbench_q07/duckdb:vortex-file-compressed	8816045 / 8983034 / -1.9%	29490276 / 31521789 / -6.4%	0.30 / 0.28 / +4.9%
clickbench_q08/duckdb:vortex-file-compressed	68104678 / 68469860 / -0.5%	111913014 / 107558643 / +4.0%	0.61 / 0.64 / -4.4%
clickbench_q09/duckdb:vortex-file-compressed	88446352 / 89995782 / -1.7%	134970900 / 128774619 / +4.8%	0.66 / 0.70 / -6.2%
clickbench_q10/duckdb:vortex-file-compressed	27328114 / 27738908 / -1.5%	73389950 / 64181440 / +14.3% 🔴	0.37 / 0.43 / -13.8%
clickbench_q11/duckdb:vortex-file-compressed	29968365 / 29909828 / +0.2%	75158982 / 66289305 / +13.4% 🔴	0.40 / 0.45 / -11.6%
clickbench_q12/duckdb:vortex-file-compressed	73039806 / 74022530 / -1.3%	106468454 / 101917271 / +4.5%	0.69 / 0.73 / -5.5%
clickbench_q13/duckdb:vortex-file-compressed	132228879 / 130053342 / +1.7%	173893906 / 162713828 / +6.9%	0.76 / 0.80 / -4.9%
clickbench_q14/duckdb:vortex-file-compressed	78568996 / 78066548 / +0.6%	107836102 / 107778087 / +0.1%	0.73 / 0.72 / +0.6%
clickbench_q15/duckdb:vortex-file-compressed	77052032 / 76529290 / +0.7%	118637013 / 112996811 / +5.0%	0.65 / 0.68 / -4.1%
clickbench_q16/duckdb:vortex-file-compressed	144634067 / 143539233 / +0.8%	189999041 / 181609687 / +4.6%	0.76 / 0.79 / -3.7%
clickbench_q17/duckdb:vortex-file-compressed	148290310 / 142062430 / +4.4%	184378592 / 177763133 / +3.7%	0.80 / 0.80 / +0.6%
clickbench_q18/duckdb:vortex-file-compressed	264671763 / 265818172 / -0.4%	327408365 / 324825389 / +0.8%	0.81 / 0.82 / -1.2%
clickbench_q19/duckdb:vortex-file-compressed	9358999 / 9332210 / +0.3%	44619985 / 42547978 / +4.9%	0.21 / 0.22 / -4.4%
clickbench_q20/duckdb:vortex-file-compressed	66361994 / 64642700 / +2.7%	173078644 / 166548261 / +3.9%	0.38 / 0.39 / -1.2%
clickbench_q21/duckdb:vortex-file-compressed	98657684 / 98699956 / -0.0%	288058158 / 267123012 / +7.8%	0.34 / 0.37 / -7.3%
clickbench_q22/duckdb:vortex-file-compressed	176991430 / 176559950 / +0.2%	448110552 / 398375060 / +12.5% 🔴	0.39 / 0.44 / -10.9%
clickbench_q23/duckdb:vortex-file-compressed	35312552 / 35538014 / -0.6%	95670227 / 87301615 / +9.6%	0.37 / 0.41 / -9.3%
clickbench_q24/duckdb:vortex-file-compressed	14760778 / 14423456 / +2.3%	40494452 / 39150853 / +3.4%	0.36 / 0.37 / -1.1%
clickbench_q25/duckdb:vortex-file-compressed	19202574 / 19115927 / +0.5%	56837443 / 51088360 / +11.3% 🔴	0.34 / 0.37 / -9.7%
clickbench_q26/duckdb:vortex-file-compressed	11912022 / 11591466 / +2.8%	37975880 / 37380455 / +1.6%	0.31 / 0.31 / +1.2%
clickbench_q27/duckdb:vortex-file-compressed	54815177 / 55380736 / -1.0%	227566493 / 217100563 / +4.8%	0.24 / 0.26 / -5.6%
clickbench_q28/duckdb:vortex-file-compressed	455982422 / 456036376 / -0.0%	523728848 / 519645521 / +0.8%	0.87 / 0.88 / -0.8%
clickbench_q29/duckdb:vortex-file-compressed	18198828 / 18157434 / +0.2%	47333633 / 46347290 / +2.1%	0.38 / 0.39 / -1.9%
clickbench_q30/duckdb:vortex-file-compressed	59551920 / 60449354 / -1.5%	112797818 / 102434067 / +10.1% 🔴	0.53 / 0.59 / -10.5%
clickbench_q31/duckdb:vortex-file-compressed	111121707 / 111484149 / -0.3%	201252155 / 187457924 / +7.4%	0.55 / 0.59 / -7.2%
clickbench_q32/duckdb:vortex-file-compressed	392219424 / 384178024 / +2.1%	421750890 / 420029329 / +0.4%	0.93 / 0.91 / +1.7%
clickbench_q33/duckdb:vortex-file-compressed	358668066 / 352159748 / +1.8%	461898435 / 444985914 / +3.8%	0.78 / 0.79 / -1.9%
clickbench_q34/duckdb:vortex-file-compressed	367519230 / 371911824 / -1.2%	479474642 / 465786424 / +2.9%	0.77 / 0.80 / -4.0%
clickbench_q35/duckdb:vortex-file-compressed	58390876 / 58410837 / -0.0%	98340222 / 87791846 / +12.0% 🔴	0.59 / 0.67 / -10.8%
clickbench_q36/duckdb:vortex-file-compressed	12491201 / 12484656 / +0.1%	34700213 / 33124880 / +4.8%	0.36 / 0.38 / -4.5%
clickbench_q37/duckdb:vortex-file-compressed	8593426 / 8659135 / -0.8%	29992716 / 30060703 / -0.2%	0.29 / 0.29 / -0.5%
clickbench_q38/duckdb:vortex-file-compressed	9294448 / 9377163 / -0.9%	32028273 / 31585866 / +1.4%	0.29 / 0.30 / -2.3%
clickbench_q39/duckdb:vortex-file-compressed	20648476 / 20648370 / +0.0%	42372719 / 42353891 / +0.0%	0.49 / 0.49 / -0.0%
clickbench_q40/duckdb:vortex-file-compressed	7539405 / 7651186 / -1.5%	30819658 / 30916916 / -0.3%	0.24 / 0.25 / -1.1%
clickbench_q41/duckdb:vortex-file-compressed	8298794 / 8303036 / -0.1%	29959911 / 30707544 / -2.4%	0.28 / 0.27 / +2.4%
clickbench_q42/duckdb:vortex-file-compressed	7501078 / 7459867 / +0.6%	30041565 / 30183697 / -0.5%	0.25 / 0.25 / +1.0%

duckdb / parquet / ns (0.997x ➖, 0↑ 0↓)

name	hot ns (PR / base / %diff)	cold ns (PR / base / %diff)	hot/cold (PR / base / %diff)
clickbench_q00/duckdb:parquet	12329383 / 12624250 / -2.3%	19797023 / 19168436 / +3.3%	0.62 / 0.66 / -5.4%
clickbench_q01/duckdb:parquet	19546376 / 19790310 / -1.2%	25943450 / 26179212 / -0.9%	0.75 / 0.76 / -0.3%
clickbench_q02/duckdb:parquet	27285658 / 28074147 / -2.8%	36648588 / 37010377 / -1.0%	0.74 / 0.76 / -1.8%
clickbench_q03/duckdb:parquet	26487986 / 26864706 / -1.4%	37382665 / 42888533 / -12.8% 🟢	0.71 / 0.63 / +13.1%
clickbench_q04/duckdb:parquet	65836102 / 65973870 / -0.2%	77928938 / 78943980 / -1.3%	0.84 / 0.84 / +1.1%
clickbench_q05/duckdb:parquet	90320646 / 94026713 / -3.9%	103301632 / 108302176 / -4.6%	0.87 / 0.87 / +0.7%
clickbench_q06/duckdb:parquet	26127074 / 25388300 / +2.9%	32830315 / 33215076 / -1.2%	0.80 / 0.76 / +4.1%
clickbench_q07/duckdb:parquet	22152742 / 21408721 / +3.5%	27845141 / 28679083 / -2.9%	0.80 / 0.75 / +6.6%
clickbench_q08/duckdb:parquet	78401523 / 80331766 / -2.4%	93896224 / 94520886 / -0.7%	0.83 / 0.85 / -1.8%
clickbench_q09/duckdb:parquet	106053258 / 105537358 / +0.5%	123543700 / 127620368 / -3.2%	0.86 / 0.83 / +3.8%
clickbench_q10/duckdb:parquet	45665968 / 45119271 / +1.2%	60583250 / 59737808 / +1.4%	0.75 / 0.76 / -0.2%
clickbench_q11/duckdb:parquet	50511278 / 50257053 / +0.5%	67185326 / 69417118 / -3.2%	0.75 / 0.72 / +3.8%
clickbench_q12/duckdb:parquet	100580759 / 100126570 / +0.5%	119147131 / 115603966 / +3.1%	0.84 / 0.87 / -2.5%
clickbench_q13/duckdb:parquet	159520804 / 160174726 / -0.4%	181186515 / 179218625 / +1.1%	0.88 / 0.89 / -1.5%
clickbench_q14/duckdb:parquet	110621000 / 108776471 / +1.7%	132271456 / 137399069 / -3.7%	0.84 / 0.79 / +5.6%
clickbench_q15/duckdb:parquet	92360822 / 92993001 / -0.7%	106468572 / 105171674 / +1.2%	0.87 / 0.88 / -1.9%
clickbench_q16/duckdb:parquet	189175580 / 180315234 / +4.9%	189442036 / 194783515 / -2.7%	1.00 / 0.93 / +7.9%
clickbench_q17/duckdb:parquet	181670032 / 182780424 / -0.6%	197538592 / 191333923 / +3.2%	0.92 / 0.96 / -3.7%
clickbench_q18/duckdb:parquet	318123883 / 319584299 / -0.5%	337035639 / 345264977 / -2.4%	0.94 / 0.93 / +2.0%
clickbench_q19/duckdb:parquet	23775302 / 23892258 / -0.5%	32130504 / 33771315 / -4.9%	0.74 / 0.71 / +4.6%
clickbench_q20/duckdb:parquet	205399934 / 201644810 / +1.9%	241352725 / 238460007 / +1.2%	0.85 / 0.85 / +0.6%
clickbench_q21/duckdb:parquet	239168138 / 237130372 / +0.9%	275908994 / 280357357 / -1.6%	0.87 / 0.85 / +2.5%
clickbench_q22/duckdb:parquet	330105758 / 334462188 / -1.3%	366813410 / 374307796 / -2.0%	0.90 / 0.89 / +0.7%
clickbench_q23/duckdb:parquet	180291426 / 189874260 / -5.0%	239134914 / 209657127 / +14.1% 🔴	0.75 / 0.91 / -16.8%
clickbench_q24/duckdb:parquet	36399143 / 37544214 / -3.0%	50310246 / 44204227 / +13.8% 🔴	0.72 / 0.85 / -14.8%
clickbench_q25/duckdb:parquet	47259947 / 47228280 / +0.1%	70500307 / 65697345 / +7.3%	0.67 / 0.72 / -6.8%
clickbench_q26/duckdb:parquet	36866598 / 37349978 / -1.3%	46826216 / 46829160 / -0.0%	0.79 / 0.80 / -1.3%
clickbench_q27/duckdb:parquet	205835982 / 199488208 / +3.2%	244056238 / 232403415 / +5.0%	0.84 / 0.86 / -1.7%
clickbench_q28/duckdb:parquet	856108496 / 850669874 / +0.6%	846954916 / 882410471 / -4.0%	1.01 / 0.96 / +4.9%
clickbench_q29/duckdb:parquet	30469939 / 30895296 / -1.4%	38840532 / 38518609 / +0.8%	0.78 / 0.80 / -2.2%
clickbench_q30/duckdb:parquet	111724526 / 110711046 / +0.9%	137954242 / 137061848 / +0.7%	0.81 / 0.81 / +0.3%
clickbench_q31/duckdb:parquet	165779240 / 167360674 / -0.9%	187158932 / 185853672 / +0.7%	0.89 / 0.90 / -1.6%
clickbench_q32/duckdb:parquet	411408900 / 412336498 / -0.2%	429523887 / 426732553 / +0.7%	0.96 / 0.97 / -0.9%
clickbench_q33/duckdb:parquet	494343543 / 504959350 / -2.1%	474744811 / 480130897 / -1.1%	1.04 / 1.05 / -1.0%
clickbench_q34/duckdb:parquet	479775664 / 488912562 / -1.9%	474251448 / 494697403 / -4.1%	1.01 / 0.99 / +2.4%
clickbench_q35/duckdb:parquet	66161988 / 68302596 / -3.1%	79457381 / 77052111 / +3.1%	0.83 / 0.89 / -6.1%
clickbench_q36/duckdb:parquet	37213769 / 37141827 / +0.2%	45672271 / 45290544 / +0.8%	0.81 / 0.82 / -0.6%
clickbench_q37/duckdb:parquet	28559743 / 28590259 / -0.1%	36486458 / 36429766 / +0.2%	0.78 / 0.78 / -0.3%
clickbench_q38/duckdb:parquet	30337236 / 30496886 / -0.5%	38822674 / 38299327 / +1.4%	0.78 / 0.80 / -1.9%
clickbench_q39/duckdb:parquet	63025576 / 62546012 / +0.8%	71440428 / 72805040 / -1.9%	0.88 / 0.86 / +2.7%
clickbench_q40/duckdb:parquet	18600298 / 18009681 / +3.3%	26276636 / 25706088 / +2.2%	0.71 / 0.70 / +1.0%
clickbench_q41/duckdb:parquet	18288948 / 18299154 / -0.1%	26151781 / 26497761 / -1.3%	0.70 / 0.69 / +1.3%
clickbench_q42/duckdb:parquet	18751604 / 18747517 / +0.0%	28533370 / 27812530 / +2.6%	0.66 / 0.67 / -2.5%

No file size changes detected.

github-actions · 2026-10-23T01:07:49Z

Benchmarks: TPC-H SF=10 on NVME 📖

Commits: PR 5cbf00a7 vs base dbaf5f8e
Verdict: No clear signal (low confidence)
Attributed Vortex impact: -0.2%
Engines: DataFusion No clear signal (-0.4%, low confidence) · DuckDB No clear signal (-0.1%, low confidence)
Vortex (geomean): hot 0.995x ➖ · cold 1.053x ➖
Parquet (geomean): hot 0.997x ➖ · cold 1.034x ➖
Shifts: Parquet (control) -0.3% · Median polish -0.3%

How to read Verdict and Engines

Verdict: Overall PR-level signal after subtracting baseline drift estimated from Parquet control rows. It can be Likely improvement, Likely regression, or No clear signal.
Engines: Per-engine attribution. DataFusion is compared against DataFusion/Parquet controls; DuckDB is compared against DuckDB/Parquet controls. This answers whether each engine improved or regressed independently.
Confidence: Based on directional consistency, share of rows above the noise floor, and control-run noise.
Hot vs cold: Every measurement is run several times. The first run is reported as the cold run, and the median of the runs after it is reported as the hot run. The verdict and significance use hot runs; each target's geomean reports hot and cold beside each other where the individual runs were recorded and hot alone where they were not, the cold column shows first-run cost per row, and hot/cold is how much of each run the warm path saves. Rows whose results predate per-run reporting show only one value, taken from the value the runner reported.
Table cells: Each cell reads PR / base / %diff. The hot and cold columns mark a change as 🔴 slower or 🟢 faster once it clears this suite's threshold; anything smaller is noise here and is left unmarked, as is hot/cold, because a shift in the warm-up ratio is not a win or a loss by itself.

datafusion / vortex-file-compressed / ns (0.996x ➖, 0↑ 0↓)

name	hot ns (PR / base / %diff)	cold ns (PR / base / %diff)	hot/cold (PR / base / %diff)
tpch_q01/datafusion:vortex-file-compressed	87097949 / 86761596 / +0.4%	146833951 / 142645276 / +2.9%	0.59 / 0.61 / -2.5%
tpch_q02/datafusion:vortex-file-compressed	63717437 / 64101490 / -0.6%	95923494 / 95884835 / +0.0%	0.66 / 0.67 / -0.6%
tpch_q03/datafusion:vortex-file-compressed	61881963 / 62605123 / -1.2%	110415338 / 103336969 / +6.8%	0.56 / 0.61 / -7.5%
tpch_q04/datafusion:vortex-file-compressed	32913002 / 33692878 / -2.3%	68642193 / 64845864 / +5.9%	0.48 / 0.52 / -7.7%
tpch_q05/datafusion:vortex-file-compressed	115154024 / 113931944 / +1.1%	169503595 / 164707265 / +2.9%	0.68 / 0.69 / -1.8%
tpch_q06/datafusion:vortex-file-compressed	9805593 / 10242896 / -4.3%	57601481 / 53493782 / +7.7%	0.17 / 0.19 / -11.1%
tpch_q07/datafusion:vortex-file-compressed	132732822 / 131971802 / +0.6%	178935496 / 188717465 / -5.2%	0.74 / 0.70 / +6.1%
tpch_q08/datafusion:vortex-file-compressed	140049857 / 138313763 / +1.3%	193123486 / 194123336 / -0.5%	0.73 / 0.71 / +1.8%
tpch_q09/datafusion:vortex-file-compressed	181541064 / 180398532 / +0.6%	247280504 / 243703725 / +1.5%	0.73 / 0.74 / -0.8%
tpch_q10/datafusion:vortex-file-compressed	69485479 / 69819138 / -0.5%	132828784 / 131988790 / +0.6%	0.52 / 0.53 / -1.1%
tpch_q11/datafusion:vortex-file-compressed	42972925 / 42926462 / +0.1%	72311099 / 66020625 / +9.5%	0.59 / 0.65 / -8.6%
tpch_q12/datafusion:vortex-file-compressed	36990281 / 36158188 / +2.3%	82075879 / 79272087 / +3.5%	0.45 / 0.46 / -1.2%
tpch_q13/datafusion:vortex-file-compressed	42198187 / 41933470 / +0.6%	73919148 / 72165342 / +2.4%	0.57 / 0.58 / -1.8%
tpch_q14/datafusion:vortex-file-compressed	21987006 / 22703862 / -3.2%	89070283 / 87530108 / +1.8%	0.25 / 0.26 / -4.8%
tpch_q15/datafusion:vortex-file-compressed	33169033 / 33971489 / -2.4%	88266938 / 87712924 / +0.6%	0.38 / 0.39 / -3.0%
tpch_q16/datafusion:vortex-file-compressed	36468990 / 35720315 / +2.1%	66857399 / 64600005 / +3.5%	0.55 / 0.55 / -1.4%
tpch_q17/datafusion:vortex-file-compressed	170555269 / 170189138 / +0.2%	215964943 / 209282894 / +3.2%	0.79 / 0.81 / -2.9%
tpch_q18/datafusion:vortex-file-compressed	201018906 / 199361337 / +0.8%	263501200 / 263029954 / +0.2%	0.76 / 0.76 / +0.7%
tpch_q19/datafusion:vortex-file-compressed	29759185 / 30772285 / -3.3%	92281272 / 89759895 / +2.8%	0.32 / 0.34 / -5.9%
tpch_q20/datafusion:vortex-file-compressed	60151648 / 60929123 / -1.3%	119693714 / 115841465 / +3.3%	0.50 / 0.53 / -4.5%
tpch_q21/datafusion:vortex-file-compressed	174758032 / 176194850 / -0.8%	234562677 / 232154263 / +1.0%	0.75 / 0.76 / -1.8%
tpch_q22/datafusion:vortex-file-compressed	25650311 / 25190307 / +1.8%	57737313 / 50964459 / +13.3% 🔴	0.44 / 0.49 / -10.1%

datafusion / parquet / ns (1.000x ➖, 0↑ 0↓)

name	hot ns (PR / base / %diff)	cold ns (PR / base / %diff)	hot/cold (PR / base / %diff)
tpch_q01/datafusion:parquet	86778704 / 86211982 / +0.7%	129246376 / 129055787 / +0.1%	0.67 / 0.67 / +0.5%
tpch_q02/datafusion:parquet	99078909 / 97744735 / +1.4%	133093666 / 134591925 / -1.1%	0.74 / 0.73 / +2.5%
tpch_q03/datafusion:parquet	125704349 / 125881581 / -0.1%	183407374 / 178210078 / +2.9%	0.69 / 0.71 / -3.0%
tpch_q04/datafusion:parquet	57827692 / 57715749 / +0.2%	96846294 / 94528235 / +2.5%	0.60 / 0.61 / -2.2%
tpch_q05/datafusion:parquet	156515300 / 157300778 / -0.5%	224003502 / 220241226 / +1.7%	0.70 / 0.71 / -2.2%
tpch_q06/datafusion:parquet	37131473 / 36829899 / +0.8%	81533044 / 77288829 / +5.5%	0.46 / 0.48 / -4.4%
tpch_q07/datafusion:parquet	204470841 / 206507742 / -1.0%	279883382 / 258860413 / +8.1%	0.73 / 0.80 / -8.4%
tpch_q08/datafusion:parquet	194783639 / 194661617 / +0.1%	280384100 / 267328745 / +4.9%	0.69 / 0.73 / -4.6%
tpch_q09/datafusion:parquet	218963927 / 218891827 / +0.0%	295144375 / 288099074 / +2.4%	0.74 / 0.76 / -2.4%
tpch_q10/datafusion:parquet	152761982 / 151206965 / +1.0%	215913115 / 206603082 / +4.5%	0.71 / 0.73 / -3.3%
tpch_q11/datafusion:parquet	60018713 / 59691686 / +0.5%	91159667 / 93638336 / -2.6%	0.66 / 0.64 / +3.3%
tpch_q12/datafusion:parquet	83054360 / 82473123 / +0.7%	125675890 / 115267098 / +9.0%	0.66 / 0.72 / -7.6%
tpch_q13/datafusion:parquet	205976087 / 206128616 / -0.1%	241103043 / 230662946 / +4.5%	0.85 / 0.89 / -4.4%
tpch_q14/datafusion:parquet	58256598 / 58026282 / +0.4%	133836439 / 123492101 / +8.4%	0.44 / 0.47 / -7.4%
tpch_q15/datafusion:parquet	98475819 / 98452799 / +0.0%	153600392 / 145562946 / +5.5%	0.64 / 0.68 / -5.2%
tpch_q16/datafusion:parquet	45511066 / 45595135 / -0.2%	75576786 / 74098686 / +2.0%	0.60 / 0.62 / -2.1%
tpch_q17/datafusion:parquet	196530655 / 198614568 / -1.0%	255613661 / 246426908 / +3.7%	0.77 / 0.81 / -4.6%
tpch_q18/datafusion:parquet	238628845 / 242528512 / -1.6%	292009988 / 286662151 / +1.9%	0.82 / 0.85 / -3.4%
tpch_q19/datafusion:parquet	84612156 / 84823259 / -0.2%	161450280 / 146837250 / +10.0%	0.52 / 0.58 / -9.3%
tpch_q20/datafusion:parquet	122592346 / 123114655 / -0.4%	210670352 / 198209962 / +6.3%	0.58 / 0.62 / -6.3%
tpch_q21/datafusion:parquet	267669339 / 267461360 / +0.1%	338135736 / 337879072 / +0.1%	0.79 / 0.79 / +0.0%
tpch_q22/datafusion:parquet	57376847 / 57651595 / -0.5%	89610953 / 81206194 / +10.3% 🔴	0.64 / 0.71 / -9.8%

duckdb / vortex-file-compressed / ns (0.993x ➖, 0↑ 0↓)

name	hot ns (PR / base / %diff)	cold ns (PR / base / %diff)	hot/cold (PR / base / %diff)
tpch_q01/duckdb:vortex-file-compressed	39536602 / 41222900 / -4.1%	84161261 / 78347772 / +7.4%	0.47 / 0.53 / -10.7%
tpch_q02/duckdb:vortex-file-compressed	30351909 / 30187393 / +0.5%	44398247 / 44305893 / +0.2%	0.68 / 0.68 / +0.3%
tpch_q03/duckdb:vortex-file-compressed	56090011 / 56626708 / -0.9%	112307105 / 105091519 / +6.9%	0.50 / 0.54 / -7.3%
tpch_q04/duckdb:vortex-file-compressed	52870179 / 52536376 / +0.6%	93388852 / 83032935 / +12.5% 🔴	0.57 / 0.63 / -10.5%
tpch_q05/duckdb:vortex-file-compressed	70769038 / 71111321 / -0.5%	131874104 / 121743098 / +8.3%	0.54 / 0.58 / -8.1%
tpch_q06/duckdb:vortex-file-compressed	23659876 / 23807697 / -0.6%	78044958 / 63763099 / +22.4% 🔴	0.30 / 0.37 / -18.8%
tpch_q07/duckdb:vortex-file-compressed	59488413 / 60041351 / -0.9%	133630905 / 113766648 / +17.5% 🔴	0.45 / 0.53 / -15.6%
tpch_q08/duckdb:vortex-file-compressed	91006359 / 89865947 / +1.3%	151084548 / 140510880 / +7.5%	0.60 / 0.64 / -5.8%
tpch_q09/duckdb:vortex-file-compressed	114368637 / 114559358 / -0.2%	197377106 / 179942548 / +9.7%	0.58 / 0.64 / -9.0%
tpch_q10/duckdb:vortex-file-compressed	100413023 / 101002647 / -0.6%	159332636 / 151237131 / +5.4%	0.63 / 0.67 / -5.6%
tpch_q11/duckdb:vortex-file-compressed	15814646 / 15855326 / -0.3%	28003177 / 27334206 / +2.4%	0.56 / 0.58 / -2.6%
tpch_q12/duckdb:vortex-file-compressed	60833232 / 61108289 / -0.5%	113655730 / 106604861 / +6.6%	0.54 / 0.57 / -6.6%
tpch_q13/duckdb:vortex-file-compressed	75445552 / 76067596 / -0.8%	105595005 / 99669940 / +5.9%	0.71 / 0.76 / -6.4%
tpch_q14/duckdb:vortex-file-compressed	30293845 / 30319377 / -0.1%	78158060 / 72553726 / +7.7%	0.39 / 0.42 / -7.2%
tpch_q15/duckdb:vortex-file-compressed	26097377 / 26486023 / -1.5%	68194973 / 63760216 / +7.0%	0.38 / 0.42 / -7.9%
tpch_q16/duckdb:vortex-file-compressed	52096287 / 52763330 / -1.3%	64963971 / 63692222 / +2.0%	0.80 / 0.83 / -3.2%
tpch_q17/duckdb:vortex-file-compressed	38597634 / 38511607 / +0.2%	82487606 / 75975215 / +8.6%	0.47 / 0.51 / -7.7%
tpch_q18/duckdb:vortex-file-compressed	110273992 / 113585202 / -2.9%	137577498 / 134456646 / +2.3%	0.80 / 0.84 / -5.1%
tpch_q19/duckdb:vortex-file-compressed	36727845 / 37695671 / -2.6%	104831850 / 92891847 / +12.9% 🔴	0.35 / 0.41 / -13.7%
tpch_q20/duckdb:vortex-file-compressed	50367669 / 50578425 / -0.4%	109838019 / 100338637 / +9.5%	0.46 / 0.50 / -9.0%
tpch_q21/duckdb:vortex-file-compressed	100937396 / 101455941 / -0.5%	154259191 / 147473776 / +4.6%	0.65 / 0.69 / -4.9%
tpch_q22/duckdb:vortex-file-compressed	36256280 / 35919122 / +0.9%	55709150 / 53809307 / +3.5%	0.65 / 0.67 / -2.5%

duckdb / parquet / ns (0.994x ➖, 0↑ 0↓)

name	hot ns (PR / base / %diff)	cold ns (PR / base / %diff)	hot/cold (PR / base / %diff)
tpch_q01/duckdb:parquet	79943587 / 80407609 / -0.6%	106204033 / 102652349 / +3.5%	0.75 / 0.78 / -3.9%
tpch_q02/duckdb:parquet	54185379 / 54615707 / -0.8%	63565751 / 62437044 / +1.8%	0.85 / 0.87 / -2.5%
tpch_q03/duckdb:parquet	119932564 / 120333766 / -0.3%	160120166 / 156277428 / +2.5%	0.75 / 0.77 / -2.7%
tpch_q04/duckdb:parquet	82795837 / 83338698 / -0.7%	107654725 / 104600049 / +2.9%	0.77 / 0.80 / -3.5%
tpch_q05/duckdb:parquet	140911075 / 140746669 / +0.1%	178075692 / 173064667 / +2.9%	0.79 / 0.81 / -2.7%
tpch_q06/duckdb:parquet	39974563 / 39927789 / +0.1%	71259776 / 60912352 / +17.0% 🔴	0.56 / 0.66 / -14.4%
tpch_q07/duckdb:parquet	136670168 / 133312873 / +2.5%	176426549 / 176160612 / +0.2%	0.77 / 0.76 / +2.4%
tpch_q08/duckdb:parquet	173389598 / 174683767 / -0.7%	224467154 / 219627473 / +2.2%	0.77 / 0.80 / -2.9%
tpch_q09/duckdb:parquet	177584981 / 181272420 / -2.0%	227311190 / 230176405 / -1.2%	0.78 / 0.79 / -0.8%
tpch_q10/duckdb:parquet	157044108 / 158614225 / -1.0%	184177133 / 184436940 / -0.1%	0.85 / 0.86 / -0.9%
tpch_q11/duckdb:parquet	34228967 / 34908282 / -1.9%	47863344 / 43467900 / +10.1% 🔴	0.72 / 0.80 / -11.0%
tpch_q12/duckdb:parquet	76137709 / 77411929 / -1.6%	100029462 / 96896762 / +3.2%	0.76 / 0.80 / -4.7%
tpch_q13/duckdb:parquet	333156262 / 334704624 / -0.5%	350664243 / 350893801 / -0.1%	0.95 / 0.95 / -0.4%
tpch_q14/duckdb:parquet	76883475 / 77907011 / -1.3%	121464821 / 115813978 / +4.9%	0.63 / 0.67 / -5.9%
tpch_q15/duckdb:parquet	70430696 / 70319819 / +0.2%	104853127 / 99855069 / +5.0%	0.67 / 0.70 / -4.6%
tpch_q16/duckdb:parquet	65398871 / 65439554 / -0.1%	67565442 / 67848286 / -0.4%	0.97 / 0.96 / +0.4%
tpch_q17/duckdb:parquet	89946632 / 87780335 / +2.5%	133988074 / 132986049 / +0.8%	0.67 / 0.66 / +1.7%
tpch_q18/duckdb:parquet	181132789 / 186181740 / -2.7%	166662235 / 166723269 / -0.0%	1.09 / 1.12 / -2.7%
tpch_q19/duckdb:parquet	80683400 / 82092437 / -1.7%	117507687 / 122086539 / -3.8%	0.69 / 0.67 / +2.1%
tpch_q20/duckdb:parquet	92923084 / 93147725 / -0.2%	139356559 / 131098398 / +6.3%	0.67 / 0.71 / -6.2%
tpch_q21/duckdb:parquet	286467835 / 283349717 / +1.1%	305380062 / 300247350 / +1.7%	0.94 / 0.94 / -0.6%
tpch_q22/duckdb:parquet	56908323 / 58760720 / -3.2%	70056365 / 68038559 / +3.0%	0.81 / 0.86 / -5.9%

No file size changes detected.

github-actions · 2026-10-23T01:14:47Z

Benchmarks: TPC-DS SF=1 on NVME 📖

Commits: PR 5cbf00a7 vs base dbaf5f8e
Verdict: No clear signal (low confidence)
Attributed Vortex impact: -0.0%
Engines: DataFusion No clear signal (-0.1%, low confidence) · DuckDB No clear signal (+0.1%, low confidence)
Vortex (geomean): hot 1.001x ➖ · cold 1.007x ➖
Parquet (geomean): hot 1.001x ➖ · cold 1.011x ➖
Shifts: Parquet (control) +0.1% · Median polish +0.1%

How to read Verdict and Engines

Verdict: Overall PR-level signal after subtracting baseline drift estimated from Parquet control rows. It can be Likely improvement, Likely regression, or No clear signal.
Engines: Per-engine attribution. DataFusion is compared against DataFusion/Parquet controls; DuckDB is compared against DuckDB/Parquet controls. This answers whether each engine improved or regressed independently.
Confidence: Based on directional consistency, share of rows above the noise floor, and control-run noise.
Hot vs cold: Every measurement is run several times. The first run is reported as the cold run, and the median of the runs after it is reported as the hot run. The verdict and significance use hot runs; each target's geomean reports hot and cold beside each other where the individual runs were recorded and hot alone where they were not, the cold column shows first-run cost per row, and hot/cold is how much of each run the warm path saves. Rows whose results predate per-run reporting show only one value, taken from the value the runner reported.
Table cells: Each cell reads PR / base / %diff. The hot and cold columns mark a change as 🔴 slower or 🟢 faster once it clears this suite's threshold; anything smaller is noise here and is left unmarked, as is hot/cold, because a shift in the warm-up ratio is not a win or a loss by itself.

datafusion / vortex-file-compressed / ns (0.997x ➖, 0↑ 0↓)

name	hot ns (PR / base / %diff)	cold ns (PR / base / %diff)	hot/cold (PR / base / %diff)
tpcds_q01/datafusion:vortex-file-compressed	24829272 / 24738262 / +0.4%	42426445 / 43308022 / -2.0%	0.59 / 0.57 / +2.5%
tpcds_q02/datafusion:vortex-file-compressed	46943081 / 47652090 / -1.5%	65727879 / 65551328 / +0.3%	0.71 / 0.73 / -1.8%
tpcds_q03/datafusion:vortex-file-compressed	11863665 / 11770496 / +0.8%	28098749 / 27874716 / +0.8%	0.42 / 0.42 / -0.0%
tpcds_q04/datafusion:vortex-file-compressed	123029550 / 122605818 / +0.3%	155132712 / 157814891 / -1.7%	0.79 / 0.78 / +2.1%
tpcds_q05/datafusion:vortex-file-compressed	59442120 / 59689860 / -0.4%	82168013 / 80912317 / +1.6%	0.72 / 0.74 / -1.9%
tpcds_q06/datafusion:vortex-file-compressed	22536915 / 23247116 / -3.1%	44525584 / 45492113 / -2.1%	0.51 / 0.51 / -1.0%
tpcds_q07/datafusion:vortex-file-compressed	31245440 / 31740313 / -1.6%	55934565 / 54875533 / +1.9%	0.56 / 0.58 / -3.4%
tpcds_q08/datafusion:vortex-file-compressed	24676922 / 25055446 / -1.5%	42167969 / 43861899 / -3.9%	0.59 / 0.57 / +2.4%
tpcds_q09/datafusion:vortex-file-compressed	17222656 / 17186176 / +0.2%	34473736 / 34166028 / +0.9%	0.50 / 0.50 / -0.7%
tpcds_q10/datafusion:vortex-file-compressed	26984698 / 27282750 / -1.1%	49557648 / 47296717 / +4.8%	0.54 / 0.58 / -5.6%
tpcds_q11/datafusion:vortex-file-compressed	64456258 / 65611585 / -1.8%	93063643 / 93535084 / -0.5%	0.69 / 0.70 / -1.3%
tpcds_q12/datafusion:vortex-file-compressed	16666592 / 16277648 / +2.4%	33934167 / 32972970 / +2.9%	0.49 / 0.49 / -0.5%
tpcds_q13/datafusion:vortex-file-compressed	31927124 / 32443968 / -1.6%	55794401 / 56666624 / -1.5%	0.57 / 0.57 / -0.1%
tpcds_q14/datafusion:vortex-file-compressed	495450323 / 496908374 / -0.3%	551708101 / 556303508 / -0.8%	0.90 / 0.89 / +0.5%
tpcds_q15/datafusion:vortex-file-compressed	15597884 / 15775864 / -1.1%	37151898 / 34668799 / +7.2%	0.42 / 0.46 / -7.7%
tpcds_q16/datafusion:vortex-file-compressed	19650190 / 19581876 / +0.3%	40604597 / 39107991 / +3.8%	0.48 / 0.50 / -3.3%
tpcds_q17/datafusion:vortex-file-compressed	59016883 / 55240962 / +6.8%	87171763 / 80585729 / +8.2%	0.68 / 0.69 / -1.2%
tpcds_q18/datafusion:vortex-file-compressed	67816296 / 68312702 / -0.7%	89428025 / 92561269 / -3.4%	0.76 / 0.74 / +2.8%
tpcds_q19/datafusion:vortex-file-compressed	17371891 / 17168072 / +1.2%	40332197 / 38637619 / +4.4%	0.43 / 0.44 / -3.1%
tpcds_q20/datafusion:vortex-file-compressed	17698010 / 18208654 / -2.8%	35336628 / 34341990 / +2.9%	0.50 / 0.53 / -5.5%
tpcds_q21/datafusion:vortex-file-compressed	16351870 / 16772302 / -2.5%	39946219 / 37590007 / +6.3%	0.41 / 0.45 / -8.3%
tpcds_q22/datafusion:vortex-file-compressed	59027650 / 58254036 / +1.3%	80448636 / 79959732 / +0.6%	0.73 / 0.73 / +0.7%
tpcds_q23/datafusion:vortex-file-compressed	72067522 / 72349156 / -0.4%	96625220 / 95677831 / +1.0%	0.75 / 0.76 / -1.4%
tpcds_q24/datafusion:vortex-file-compressed	67573652 / 67907130 / -0.5%	90921748 / 90995363 / -0.1%	0.74 / 0.75 / -0.4%
tpcds_q25/datafusion:vortex-file-compressed	50598828 / 46396332 / +9.1%	71290213 / 77959260 / -8.6%	0.71 / 0.60 / +19.3%
tpcds_q26/datafusion:vortex-file-compressed	30247503 / 30282068 / -0.1%	52631382 / 51147290 / +2.9%	0.57 / 0.59 / -2.9%
tpcds_q27/datafusion:vortex-file-compressed	62492794 / 63859512 / -2.1%	86040858 / 83686898 / +2.8%	0.73 / 0.76 / -4.8%
tpcds_q28/datafusion:vortex-file-compressed	17944052 / 17661450 / +1.6%	39513230 / 37299634 / +5.9%	0.45 / 0.47 / -4.1%
tpcds_q29/datafusion:vortex-file-compressed	55043895 / 58797860 / -6.4%	81758501 / 92188045 / -11.3% 🟢	0.67 / 0.64 / +5.6%
tpcds_q30/datafusion:vortex-file-compressed	26864366 / 26552010 / +1.2%	45466026 / 45023536 / +1.0%	0.59 / 0.59 / +0.2%
tpcds_q31/datafusion:vortex-file-compressed	58444979 / 58401727 / +0.1%	81552717 / 82292351 / -0.9%	0.72 / 0.71 / +1.0%
tpcds_q32/datafusion:vortex-file-compressed	13341112 / 13531057 / -1.4%	32813983 / 30983929 / +5.9%	0.41 / 0.44 / -6.9%
tpcds_q33/datafusion:vortex-file-compressed	27902456 / 27892164 / +0.0%	51046244 / 48112187 / +6.1%	0.55 / 0.58 / -5.7%
tpcds_q34/datafusion:vortex-file-compressed	17685518 / 17421327 / +1.5%	35996966 / 35395234 / +1.7%	0.49 / 0.49 / -0.2%
tpcds_q35/datafusion:vortex-file-compressed	33644570 / 34272444 / -1.8%	58549380 / 56819546 / +3.0%	0.57 / 0.60 / -4.7%
tpcds_q36/datafusion:vortex-file-compressed	48393310 / 48364880 / +0.1%	72176559 / 73618757 / -2.0%	0.67 / 0.66 / +2.1%
tpcds_q37/datafusion:vortex-file-compressed	12757830 / 12885285 / -1.0%	34355854 / 33678414 / +2.0%	0.37 / 0.38 / -2.9%
tpcds_q38/datafusion:vortex-file-compressed	29606177 / 29701224 / -0.3%	51559620 / 50339724 / +2.4%	0.57 / 0.59 / -2.7%
tpcds_q39/datafusion:vortex-file-compressed	60875454 / 60928296 / -0.1%	92991817 / 86431744 / +7.6%	0.65 / 0.70 / -7.1%
tpcds_q40/datafusion:vortex-file-compressed	24324932 / 23992245 / +1.4%	46956624 / 44386368 / +5.8%	0.52 / 0.54 / -4.2%
tpcds_q41/datafusion:vortex-file-compressed	17336724 / 17041566 / +1.7%	32720502 / 31123889 / +5.1%	0.53 / 0.55 / -3.2%
tpcds_q42/datafusion:vortex-file-compressed	11293122 / 11416321 / -1.1%	26894775 / 27332462 / -1.6%	0.42 / 0.42 / +0.5%
tpcds_q43/datafusion:vortex-file-compressed	12813090 / 12930534 / -0.9%	30586396 / 30456293 / +0.4%	0.42 / 0.42 / -1.3%
tpcds_q44/datafusion:vortex-file-compressed	25409832 / 26032388 / -2.4%	49773293 / 49607662 / +0.3%	0.51 / 0.52 / -2.7%
tpcds_q45/datafusion:vortex-file-compressed	18169180 / 18384091 / -1.2%	37672389 / 36549878 / +3.1%	0.48 / 0.50 / -4.1%
tpcds_q46/datafusion:vortex-file-compressed	22780313 / 23227044 / -1.9%	46491698 / 45560403 / +2.0%	0.49 / 0.51 / -3.9%
tpcds_q47/datafusion:vortex-file-compressed	76820124 / 77841540 / -1.3%	107634015 / 109301685 / -1.5%	0.71 / 0.71 / +0.2%
tpcds_q48/datafusion:vortex-file-compressed	29690584 / 29567226 / +0.4%	50306395 / 50758381 / -0.9%	0.59 / 0.58 / +1.3%
tpcds_q49/datafusion:vortex-file-compressed	55381357 / 57011428 / -2.9%	80784825 / 79425104 / +1.7%	0.69 / 0.72 / -4.5%
tpcds_q50/datafusion:vortex-file-compressed	32699955 / 32030776 / +2.1%	59678729 / 53803945 / +10.9% 🔴	0.55 / 0.60 / -8.0%
tpcds_q51/datafusion:vortex-file-compressed	67187044 / 67085419 / +0.2%	92241997 / 89605090 / +2.9%	0.73 / 0.75 / -2.7%
tpcds_q52/datafusion:vortex-file-compressed	11849608 / 11649752 / +1.7%	27527910 / 27896844 / -1.3%	0.43 / 0.42 / +3.1%
tpcds_q53/datafusion:vortex-file-compressed	17629286 / 17794223 / -0.9%	39202708 / 39826715 / -1.6%	0.45 / 0.45 / +0.7%
tpcds_q54/datafusion:vortex-file-compressed	32998022 / 33302379 / -0.9%	59606162 / 60777163 / -1.9%	0.55 / 0.55 / +1.0%
tpcds_q55/datafusion:vortex-file-compressed	11475242 / 11405210 / +0.6%	27110124 / 27293279 / -0.7%	0.42 / 0.42 / +1.3%
tpcds_q56/datafusion:vortex-file-compressed	26478705 / 26994335 / -1.9%	50815460 / 49240674 / +3.2%	0.52 / 0.55 / -4.9%
tpcds_q57/datafusion:vortex-file-compressed	77275137 / 77133175 / +0.2%	104445920 / 102519259 / +1.9%	0.74 / 0.75 / -1.7%
tpcds_q58/datafusion:vortex-file-compressed	40982938 / 41080572 / -0.2%	66480709 / 67347447 / -1.3%	0.62 / 0.61 / +1.1%
tpcds_q59/datafusion:vortex-file-compressed	31159145 / 31217750 / -0.2%	53632028 / 54151141 / -1.0%	0.58 / 0.58 / +0.8%
tpcds_q60/datafusion:vortex-file-compressed	26615876 / 26829578 / -0.8%	48243296 / 47085893 / +2.5%	0.55 / 0.57 / -3.2%
tpcds_q61/datafusion:vortex-file-compressed	23178294 / 22951171 / +1.0%	45336482 / 45888257 / -1.2%	0.51 / 0.50 / +2.2%
tpcds_q62/datafusion:vortex-file-compressed	18163288 / 17923182 / +1.3%	34605566 / 34527625 / +0.2%	0.52 / 0.52 / +1.1%
tpcds_q63/datafusion:vortex-file-compressed	17814400 / 18052484 / -1.3%	39578918 / 37396058 / +5.8%	0.45 / 0.48 / -6.8%
tpcds_q64/datafusion:vortex-file-compressed	225076724 / 226706944 / -0.7%	262455197 / 264189669 / -0.7%	0.86 / 0.86 / -0.1%
tpcds_q65/datafusion:vortex-file-compressed	74943354 / 74694936 / +0.3%	97567030 / 95159857 / +2.5%	0.77 / 0.78 / -2.1%
tpcds_q66/datafusion:vortex-file-compressed	52080203 / 52542592 / -0.9%	75676865 / 71862350 / +5.3%	0.69 / 0.73 / -5.9%
tpcds_q67/datafusion:vortex-file-compressed	58201832 / 58385760 / -0.3%	89466662 / 87012964 / +2.8%	0.65 / 0.67 / -3.0%
tpcds_q68/datafusion:vortex-file-compressed	22220198 / 22464090 / -1.1%	45939309 / 45287643 / +1.4%	0.48 / 0.50 / -2.5%
tpcds_q69/datafusion:vortex-file-compressed	27702572 / 27303401 / +1.5%	51767634 / 48825426 / +6.0%	0.54 / 0.56 / -4.3%
tpcds_q70/datafusion:vortex-file-compressed	23053672 / 23196144 / -0.6%	46737526 / 43903198 / +6.5%	0.49 / 0.53 / -6.6%
tpcds_q71/datafusion:vortex-file-compressed	19139628 / 18611206 / +2.8%	40358191 / 37694183 / +7.1%	0.47 / 0.49 / -3.9%
tpcds_q72/datafusion:vortex-file-compressed	348051845 / 345625400 / +0.7%	390669436 / 384498139 / +1.6%	0.89 / 0.90 / -0.9%
tpcds_q73/datafusion:vortex-file-compressed	16192234 / 16665658 / -2.8%	37978537 / 36536622 / +3.9%	0.43 / 0.46 / -6.5%
tpcds_q74/datafusion:vortex-file-compressed	45290955 / 45872220 / -1.3%	73252928 / 70075254 / +4.5%	0.62 / 0.65 / -5.6%
tpcds_q75/datafusion:vortex-file-compressed	135599787 / 137944600 / -1.7%	166471050 / 165642315 / +0.5%	0.81 / 0.83 / -2.2%
tpcds_q76/datafusion:vortex-file-compressed	26434264 / 26415624 / +0.1%	46531306 / 46006647 / +1.1%	0.57 / 0.57 / -1.1%
tpcds_q77/datafusion:vortex-file-compressed	45689406 / 44514498 / +2.6%	66983081 / 68746778 / -2.6%	0.68 / 0.65 / +5.3%
tpcds_q78/datafusion:vortex-file-compressed	68311585 / 69171355 / -1.2%	98888653 / 99528002 / -0.6%	0.69 / 0.69 / -0.6%
tpcds_q79/datafusion:vortex-file-compressed	19744866 / 19882100 / -0.7%	44141333 / 41950118 / +5.2%	0.45 / 0.47 / -5.6%
tpcds_q80/datafusion:vortex-file-compressed	74912787 / 75054078 / -0.2%	106283139 / 107702233 / -1.3%	0.70 / 0.70 / +1.1%
tpcds_q81/datafusion:vortex-file-compressed	27244268 / 27442085 / -0.7%	45441629 / 44639490 / +1.8%	0.60 / 0.61 / -2.5%
tpcds_q82/datafusion:vortex-file-compressed	12589062 / 12532512 / +0.5%	33235839 / 35842264 / -7.3%	0.38 / 0.35 / +8.3%
tpcds_q83/datafusion:vortex-file-compressed	35489517 / 35844482 / -1.0%	55774607 / 56774029 / -1.8%	0.64 / 0.63 / +0.8%
tpcds_q84/datafusion:vortex-file-compressed	11713160 / 11814307 / -0.9%	27657454 / 26141773 / +5.8%	0.42 / 0.45 / -6.3%
tpcds_q85/datafusion:vortex-file-compressed	57620820 / 57260684 / +0.6%	84120646 / 84695045 / -0.7%	0.68 / 0.68 / +1.3%
tpcds_q86/datafusion:vortex-file-compressed	16542328 / 16381641 / +1.0%	34087089 / 33264212 / +2.5%	0.49 / 0.49 / -1.5%
tpcds_q87/datafusion:vortex-file-compressed	29729798 / 29497278 / +0.8%	52497594 / 49352550 / +6.4%	0.57 / 0.60 / -5.2%
tpcds_q88/datafusion:vortex-file-compressed	31388961 / 31621626 / -0.7%	62902539 / 61651545 / +2.0%	0.50 / 0.51 / -2.7%
tpcds_q89/datafusion:vortex-file-compressed	21424076 / 20956238 / +2.2%	41861678 / 40317531 / +3.8%	0.51 / 0.52 / -1.5%
tpcds_q90/datafusion:vortex-file-compressed	10332190 / 10493922 / -1.5%	26506441 / 25275966 / +4.9%	0.39 / 0.42 / -6.1%
tpcds_q91/datafusion:vortex-file-compressed	15432926 / 15990582 / -3.5%	38133982 / 35043491 / +8.8%	0.40 / 0.46 / -11.3%
tpcds_q92/datafusion:vortex-file-compressed	13664720 / 13638562 / +0.2%	31780649 / 29942593 / +6.1%	0.43 / 0.46 / -5.6%
tpcds_q93/datafusion:vortex-file-compressed	22090552 / 22522132 / -1.9%	43244964 / 41909976 / +3.2%	0.51 / 0.54 / -4.9%
tpcds_q94/datafusion:vortex-file-compressed	19051162 / 19333284 / -1.5%	37627344 / 38071272 / -1.2%	0.51 / 0.51 / -0.3%
tpcds_q95/datafusion:vortex-file-compressed	44485174 / 44822022 / -0.8%	64677257 / 65764600 / -1.7%	0.69 / 0.68 / +0.9%
tpcds_q96/datafusion:vortex-file-compressed	8545512 / 8398228 / +1.8%	26015040 / 24539443 / +6.0%	0.33 / 0.34 / -4.0%
tpcds_q97/datafusion:vortex-file-compressed	20890750 / 21360015 / -2.2%	42942181 / 40810852 / +5.2%	0.49 / 0.52 / -7.1%
tpcds_q98/datafusion:vortex-file-compressed	16970980 / 17437647 / -2.7%	37449421 / 36163139 / +3.6%	0.45 / 0.48 / -6.0%
tpcds_q99/datafusion:vortex-file-compressed	20976160 / 20664517 / +1.5%	37983649 / 37028196 / +2.6%	0.55 / 0.56 / -1.0%

datafusion / parquet / ns (0.999x ➖, 0↑ 0↓)

name	hot ns (PR / base / %diff)	cold ns (PR / base / %diff)	hot/cold (PR / base / %diff)
tpcds_q01/datafusion:parquet	42883574 / 41026234 / +4.5%	61452535 / 61074763 / +0.6%	0.70 / 0.67 / +3.9%
tpcds_q02/datafusion:parquet	55114140 / 55605228 / -0.9%	70903428 / 72239551 / -1.8%	0.78 / 0.77 / +1.0%
tpcds_q03/datafusion:parquet	18923930 / 19252576 / -1.7%	32334090 / 31782708 / +1.7%	0.59 / 0.61 / -3.4%
tpcds_q04/datafusion:parquet	179194060 / 180549815 / -0.8%	208191638 / 210218479 / -1.0%	0.86 / 0.86 / +0.2%
tpcds_q05/datafusion:parquet	69158768 / 67149042 / +3.0%	89586333 / 86604679 / +3.4%	0.77 / 0.78 / -0.4%
tpcds_q06/datafusion:parquet	33814587 / 33784502 / +0.1%	50084381 / 48920875 / +2.4%	0.68 / 0.69 / -2.2%
tpcds_q07/datafusion:parquet	46846907 / 47102624 / -0.5%	65567945 / 66372169 / -1.2%	0.71 / 0.71 / +0.7%
tpcds_q08/datafusion:parquet	31014749 / 31331574 / -1.0%	48492199 / 46344313 / +4.6%	0.64 / 0.68 / -5.4%
tpcds_q09/datafusion:parquet	33115686 / 32125374 / +3.1%	47494986 / 44470729 / +6.8%	0.70 / 0.72 / -3.5%
tpcds_q10/datafusion:parquet	43655666 / 44054504 / -0.9%	59752212 / 55976407 / +6.7%	0.73 / 0.79 / -7.2%
tpcds_q11/datafusion:parquet	98452524 / 99048180 / -0.6%	124196957 / 118387894 / +4.9%	0.79 / 0.84 / -5.3%
tpcds_q12/datafusion:parquet	23881709 / 23913250 / -0.1%	38331983 / 39124026 / -2.0%	0.62 / 0.61 / +1.9%
tpcds_q13/datafusion:parquet	45670256 / 46702630 / -2.2%	70403427 / 67763131 / +3.9%	0.65 / 0.69 / -5.9%
tpcds_q14/datafusion:parquet	536331982 / 534938500 / +0.3%	583710039 / 591798050 / -1.4%	0.92 / 0.90 / +1.6%
tpcds_q15/datafusion:parquet	23689848 / 24003148 / -1.3%	40564214 / 37836317 / +7.2%	0.58 / 0.63 / -7.9%
tpcds_q16/datafusion:parquet	36971474 / 37082610 / -0.3%	51332369 / 51562223 / -0.4%	0.72 / 0.72 / +0.1%
tpcds_q17/datafusion:parquet	74339234 / 73807102 / +0.7%	99281358 / 99201273 / +0.1%	0.75 / 0.74 / +0.6%
tpcds_q18/datafusion:parquet	68760088 / 64458006 / +6.7%	90773674 / 89312569 / +1.6%	0.76 / 0.72 / +5.0%
tpcds_q19/datafusion:parquet	29559614 / 29269700 / +1.0%	44327533 / 43087186 / +2.9%	0.67 / 0.68 / -1.8%
tpcds_q20/datafusion:parquet	25500420 / 25591539 / -0.4%	38316354 / 39301401 / -2.5%	0.67 / 0.65 / +2.2%
tpcds_q21/datafusion:parquet	20047447 / 20165776 / -0.6%	33971903 / 31810179 / +6.8%	0.59 / 0.63 / -6.9%
tpcds_q22/datafusion:parquet	77620396 / 78752992 / -1.4%	90528903 / 90806555 / -0.3%	0.86 / 0.87 / -1.1%
tpcds_q23/datafusion:parquet	94462824 / 91828179 / +2.9%	116877053 / 115127720 / +1.5%	0.81 / 0.80 / +1.3%
tpcds_q24/datafusion:parquet	91466589 / 91888950 / -0.5%	116878944 / 116822837 / +0.0%	0.78 / 0.79 / -0.5%
tpcds_q25/datafusion:parquet	80206366 / 80481569 / -0.3%	99900453 / 101482962 / -1.6%	0.80 / 0.79 / +1.2%
tpcds_q26/datafusion:parquet	43257699 / 44471921 / -2.7%	59932614 / 60749534 / -1.3%	0.72 / 0.73 / -1.4%
tpcds_q27/datafusion:parquet	80608938 / 76657318 / +5.2%	102811687 / 97874234 / +5.0%	0.78 / 0.78 / +0.1%
tpcds_q28/datafusion:parquet	28876891 / 28659972 / +0.8%	45813811 / 43760927 / +4.7%	0.63 / 0.65 / -3.8%
tpcds_q29/datafusion:parquet	75514516 / 75393533 / +0.2%	99443963 / 96861409 / +2.7%	0.76 / 0.78 / -2.4%
tpcds_q30/datafusion:parquet	45885266 / 46442748 / -1.2%	60435848 / 58555937 / +3.2%	0.76 / 0.79 / -4.3%
tpcds_q31/datafusion:parquet	79893480 / 81165663 / -1.6%	98360701 / 98426598 / -0.1%	0.81 / 0.82 / -1.5%
tpcds_q32/datafusion:parquet	26011541 / 27008103 / -3.7%	42655126 / 40392671 / +5.6%	0.61 / 0.67 / -8.8%
tpcds_q33/datafusion:parquet	38097016 / 37136264 / +2.6%	53947340 / 52122400 / +3.5%	0.71 / 0.71 / -0.9%
tpcds_q34/datafusion:parquet	24537114 / 24909502 / -1.5%	37487120 / 35719957 / +4.9%	0.65 / 0.70 / -6.1%
tpcds_q35/datafusion:parquet	50740146 / 49206597 / +3.1%	63632018 / 66527938 / -4.4%	0.80 / 0.74 / +7.8%
tpcds_q36/datafusion:parquet	51716527 / 51919806 / -0.4%	73975544 / 74299376 / -0.4%	0.70 / 0.70 / +0.0%
tpcds_q37/datafusion:parquet	21240086 / 21406496 / -0.8%	36359519 / 33323983 / +9.1%	0.58 / 0.64 / -9.1%
tpcds_q38/datafusion:parquet	45512530 / 43911122 / +3.6%	65078318 / 60965222 / +6.7%	0.70 / 0.72 / -2.9%
tpcds_q39/datafusion:parquet	68955691 / 68171716 / +1.1%	87187824 / 84577596 / +3.1%	0.79 / 0.81 / -1.9%
tpcds_q40/datafusion:parquet	29033688 / 31842544 / -8.8%	51827845 / 50475114 / +2.7%	0.56 / 0.63 / -11.2%
tpcds_q41/datafusion:parquet	20049109 / 19550544 / +2.6%	32439745 / 31353331 / +3.5%	0.62 / 0.62 / -0.9%
tpcds_q42/datafusion:parquet	18326678 / 18360420 / -0.2%	30404128 / 31203009 / -2.6%	0.60 / 0.59 / +2.4%
tpcds_q43/datafusion:parquet	19349562 / 19549916 / -1.0%	33525564 / 33021338 / +1.5%	0.58 / 0.59 / -2.5%
tpcds_q44/datafusion:parquet	34875586 / 34135512 / +2.2%	50965354 / 52302470 / -2.6%	0.68 / 0.65 / +4.8%
tpcds_q45/datafusion:parquet	27174167 / 27927043 / -2.7%	43349659 / 41505546 / +4.4%	0.63 / 0.67 / -6.8%
tpcds_q46/datafusion:parquet	29289674 / 29570262 / -0.9%	47438500 / 45148877 / +5.1%	0.62 / 0.65 / -5.7%
tpcds_q47/datafusion:parquet	97789140 / 98473792 / -0.7%	121484100 / 120833886 / +0.5%	0.80 / 0.81 / -1.2%
tpcds_q48/datafusion:parquet	41071810 / 42031410 / -2.3%	59066448 / 61407051 / -3.8%	0.70 / 0.68 / +1.6%
tpcds_q49/datafusion:parquet	71960862 / 74935889 / -4.0%	94779226 / 93802946 / +1.0%	0.76 / 0.80 / -5.0%
tpcds_q50/datafusion:parquet	47846592 / 47314906 / +1.1%	67330824 / 68388588 / -1.5%	0.71 / 0.69 / +2.7%
tpcds_q51/datafusion:parquet	75435448 / 75496464 / -0.1%	96371692 / 94225949 / +2.3%	0.78 / 0.80 / -2.3%
tpcds_q52/datafusion:parquet	18638870 / 18391235 / +1.3%	31030962 / 32366459 / -4.1%	0.60 / 0.57 / +5.7%
tpcds_q53/datafusion:parquet	22188049 / 22256683 / -0.3%	40901416 / 39579584 / +3.3%	0.54 / 0.56 / -3.5%
tpcds_q54/datafusion:parquet	52320740 / 53447558 / -2.1%	72476067 / 68604394 / +5.6%	0.72 / 0.78 / -7.3%
tpcds_q55/datafusion:parquet	18091357 / 17921476 / +0.9%	32477231 / 29307093 / +10.8% 🔴	0.56 / 0.61 / -8.9%
tpcds_q56/datafusion:parquet	39698888 / 41036012 / -3.3%	59726868 / 54971433 / +8.7%	0.66 / 0.75 / -11.0%
tpcds_q57/datafusion:parquet	101483140 / 101847132 / -0.4%	118806829 / 120504352 / -1.4%	0.85 / 0.85 / +1.1%
tpcds_q58/datafusion:parquet	65984010 / 65891404 / +0.1%	83543817 / 81927093 / +2.0%	0.79 / 0.80 / -1.8%
tpcds_q59/datafusion:parquet	47939268 / 48780872 / -1.7%	66465224 / 63353485 / +4.9%	0.72 / 0.77 / -6.3%
tpcds_q60/datafusion:parquet	40142636 / 41646136 / -3.6%	56381180 / 53620245 / +5.1%	0.71 / 0.78 / -8.3%
tpcds_q61/datafusion:parquet	36608170 / 35560286 / +2.9%	55570161 / 52033340 / +6.8%	0.66 / 0.68 / -3.6%
tpcds_q62/datafusion:parquet	25234640 / 24888345 / +1.4%	39523821 / 37686929 / +4.9%	0.64 / 0.66 / -3.3%
tpcds_q63/datafusion:parquet	22274338 / 22364992 / -0.4%	38950136 / 38566809 / +1.0%	0.57 / 0.58 / -1.4%
tpcds_q64/datafusion:parquet	289794161 / 289325346 / +0.2%	331237995 / 330023671 / +0.4%	0.87 / 0.88 / -0.2%
tpcds_q65/datafusion:parquet	123074020 / 122349258 / +0.6%	140017027 / 139667540 / +0.3%	0.88 / 0.88 / +0.3%
tpcds_q66/datafusion:parquet	59996509 / 60615878 / -1.0%	78474729 / 75706752 / +3.7%	0.76 / 0.80 / -4.5%
tpcds_q67/datafusion:parquet	69329719 / 68463832 / +1.3%	92944753 / 94018766 / -1.1%	0.75 / 0.73 / +2.4%
tpcds_q68/datafusion:parquet	29405879 / 29663697 / -0.9%	48518018 / 48296415 / +0.5%	0.61 / 0.61 / -1.3%
tpcds_q69/datafusion:parquet	44960810 / 43632730 / +3.0%	58123437 / 57663789 / +0.8%	0.77 / 0.76 / +2.2%
tpcds_q70/datafusion:parquet	80613028 / 83526054 / -3.5%	99402604 / 98143765 / +1.3%	0.81 / 0.85 / -4.7%
tpcds_q71/datafusion:parquet	26151862 / 26542044 / -1.5%	42657983 / 37492012 / +13.8% 🔴	0.61 / 0.71 / -13.4%
tpcds_q72/datafusion:parquet	515004716 / 520823322 / -1.1%	550502398 / 560700145 / -1.8%	0.94 / 0.93 / +0.7%
tpcds_q73/datafusion:parquet	23862490 / 24122404 / -1.1%	36889984 / 35655374 / +3.5%	0.65 / 0.68 / -4.4%
tpcds_q74/datafusion:parquet	70979934 / 71782410 / -1.1%	90453224 / 89945400 / +0.6%	0.78 / 0.80 / -1.7%
tpcds_q75/datafusion:parquet	154206404 / 154237948 / -0.0%	175975998 / 182182759 / -3.4%	0.88 / 0.85 / +3.5%
tpcds_q76/datafusion:parquet	33680556 / 33653203 / +0.1%	47453139 / 46781953 / +1.4%	0.71 / 0.72 / -1.3%
tpcds_q77/datafusion:parquet	56818722 / 57451974 / -1.1%	74572587 / 76630732 / -2.7%	0.76 / 0.75 / +1.6%
tpcds_q78/datafusion:parquet	88070596 / 86358842 / +2.0%	117733882 / 118276669 / -0.5%	0.75 / 0.73 / +2.5%
tpcds_q79/datafusion:parquet	27280538 / 27181152 / +0.4%	43299433 / 42867523 / +1.0%	0.63 / 0.63 / -0.6%
tpcds_q80/datafusion:parquet	81313913 / 80857240 / +0.6%	110840462 / 113539844 / -2.4%	0.73 / 0.71 / +3.0%
tpcds_q81/datafusion:parquet	37067924 / 38066332 / -2.6%	53105515 / 54618852 / -2.8%	0.70 / 0.70 / +0.2%
tpcds_q82/datafusion:parquet	22158360 / 22217066 / -0.3%	37069486 / 36190158 / +2.4%	0.60 / 0.61 / -2.6%
tpcds_q83/datafusion:parquet	57586366 / 58613138 / -1.8%	71521863 / 75297239 / -5.0%	0.81 / 0.78 / +3.4%
tpcds_q84/datafusion:parquet	27235668 / 26869476 / +1.4%	45128929 / 41332275 / +9.2%	0.60 / 0.65 / -7.2%
tpcds_q85/datafusion:parquet	81490786 / 80826651 / +0.8%	104734767 / 105673572 / -0.9%	0.78 / 0.76 / +1.7%
tpcds_q86/datafusion:parquet	20779280 / 20629297 / +0.7%	34066385 / 33348766 / +2.2%	0.61 / 0.62 / -1.4%
tpcds_q87/datafusion:parquet	45760542 / 44289882 / +3.3%	62569262 / 62943511 / -0.6%	0.73 / 0.70 / +3.9%
tpcds_q88/datafusion:parquet	36831492 / 38293008 / -3.8%	52790785 / 50456294 / +4.6%	0.70 / 0.76 / -8.1%
tpcds_q89/datafusion:parquet	25832950 / 25893277 / -0.2%	42355450 / 42108258 / +0.6%	0.61 / 0.61 / -0.8%
tpcds_q90/datafusion:parquet	15013262 / 14946265 / +0.4%	29875478 / 27349122 / +9.2%	0.50 / 0.55 / -8.0%
tpcds_q91/datafusion:parquet	31921401 / 31420579 / +1.6%	49959150 / 46576421 / +7.3%	0.64 / 0.67 / -5.3%
tpcds_q92/datafusion:parquet	26859120 / 26486368 / +1.4%	42667362 / 41257842 / +3.4%	0.63 / 0.64 / -1.9%
tpcds_q93/datafusion:parquet	27023030 / 27623250 / -2.2%	49049798 / 46568101 / +5.3%	0.55 / 0.59 / -7.1%
tpcds_q94/datafusion:parquet	35292478 / 35017856 / +0.8%	49779435 / 49568692 / +0.4%	0.71 / 0.71 / +0.4%
tpcds_q95/datafusion:parquet	64117158 / 64617134 / -0.8%	79072727 / 78622958 / +0.6%	0.81 / 0.82 / -1.3%
tpcds_q96/datafusion:parquet	12552145 / 12630736 / -0.6%	24845234 / 24051252 / +3.3%	0.51 / 0.53 / -3.8%
tpcds_q97/datafusion:parquet	35537024 / 35695840 / -0.4%	52882614 / 51435933 / +2.8%	0.67 / 0.69 / -3.2%
tpcds_q98/datafusion:parquet	25238802 / 25094862 / +0.6%	41142012 / 39305494 / +4.7%	0.61 / 0.64 / -3.9%
tpcds_q99/datafusion:parquet	29525910 / 29838778 / -1.0%	43968759 / 43111041 / +2.0%	0.67 / 0.69 / -3.0%

duckdb / vortex-file-compressed / ns (1.005x ➖, 0↑ 0↓)

name	hot ns (PR / base / %diff)	cold ns (PR / base / %diff)	hot/cold (PR / base / %diff)
tpcds_q01/duckdb:vortex-file-compressed	18028640 / 17997125 / +0.2%	27998337 / 26823194 / +4.4%	0.64 / 0.67 / -4.0%
tpcds_q02/duckdb:vortex-file-compressed	16908741 / 16558878 / +2.1%	24225878 / 24285837 / -0.2%	0.70 / 0.68 / +2.4%
tpcds_q03/duckdb:vortex-file-compressed	7643053 / 7645378 / -0.0%	17154402 / 16960207 / +1.1%	0.45 / 0.45 / -1.2%
tpcds_q04/duckdb:vortex-file-compressed	49207205 / 49557951 / -0.7%	59341399 / 59391949 / -0.1%	0.83 / 0.83 / -0.6%
tpcds_q05/duckdb:vortex-file-compressed	25339610 / 25283807 / +0.2%	33454772 / 34422549 / -2.8%	0.76 / 0.73 / +3.1%
tpcds_q06/duckdb:vortex-file-compressed	29084728 / 29086840 / -0.0%	43359561 / 42923957 / +1.0%	0.67 / 0.68 / -1.0%
tpcds_q07/duckdb:vortex-file-compressed	14928321 / 14780637 / +1.0%	25765100 / 27133007 / -5.0%	0.58 / 0.54 / +6.4%
tpcds_q08/duckdb:vortex-file-compressed	19614534 / 19597508 / +0.1%	28337336 / 27913399 / +1.5%	0.69 / 0.70 / -1.4%
tpcds_q09/duckdb:vortex-file-compressed	20610016 / 19737353 / +4.4%	31334234 / 31112575 / +0.7%	0.66 / 0.63 / +3.7%
tpcds_q10/duckdb:vortex-file-compressed	34166266 / 33789366 / +1.1%	46926228 / 47991581 / -2.2%	0.73 / 0.70 / +3.4%
tpcds_q11/duckdb:vortex-file-compressed	40342828 / 40233040 / +0.3%	48339755 / 48580701 / -0.5%	0.83 / 0.83 / +0.8%
tpcds_q12/duckdb:vortex-file-compressed	10913578 / 10851996 / +0.6%	18565133 / 18606827 / -0.2%	0.59 / 0.58 / +0.8%
tpcds_q13/duckdb:vortex-file-compressed	22157221 / 22168533 / -0.1%	35599935 / 35062152 / +1.5%	0.62 / 0.63 / -1.6%
tpcds_q14/duckdb:vortex-file-compressed	61712390 / 61778602 / -0.1%	72362513 / 73779665 / -1.9%	0.85 / 0.84 / +1.8%
tpcds_q15/duckdb:vortex-file-compressed	28338042 / 28444036 / -0.4%	35907628 / 35681999 / +0.6%	0.79 / 0.80 / -1.0%
tpcds_q16/duckdb:vortex-file-compressed	36935348 / 37059233 / -0.3%	48113639 / 47772326 / +0.7%	0.77 / 0.78 / -1.0%
tpcds_q17/duckdb:vortex-file-compressed	27103750 / 27197634 / -0.3%	41293110 / 41663238 / -0.9%	0.66 / 0.65 / +0.5%
tpcds_q18/duckdb:vortex-file-compressed	33889022 / 33818436 / +0.2%	45219799 / 44047516 / +2.7%	0.75 / 0.77 / -2.4%
tpcds_q19/duckdb:vortex-file-compressed	90644899 / 90327326 / +0.4%	102743106 / 102782727 / -0.0%	0.88 / 0.88 / +0.4%
tpcds_q20/duckdb:vortex-file-compressed	11836754 / 11896850 / -0.5%	19317913 / 20015949 / -3.5%	0.61 / 0.59 / +3.1%
tpcds_q21/duckdb:vortex-file-compressed	11332326 / 11129831 / +1.8%	24310732 / 23450015 / +3.7%	0.47 / 0.47 / -1.8%
tpcds_q22/duckdb:vortex-file-compressed	19531094 / 19326888 / +1.1%	30252076 / 30226251 / +0.1%	0.65 / 0.64 / +1.0%
tpcds_q23/duckdb:vortex-file-compressed	41174232 / 40537036 / +1.6%	52158949 / 52346070 / -0.4%	0.79 / 0.77 / +1.9%
tpcds_q24/duckdb:vortex-file-compressed	29235804 / 29065577 / +0.6%	39748501 / 41399715 / -4.0%	0.74 / 0.70 / +4.8%
tpcds_q25/duckdb:vortex-file-compressed	25196659 / 24890224 / +1.2%	37634417 / 39500944 / -4.7%	0.67 / 0.63 / +6.3%
tpcds_q26/duckdb:vortex-file-compressed	14280865 / 14197582 / +0.6%	22985003 / 23264117 / -1.2%	0.62 / 0.61 / +1.8%
tpcds_q27/duckdb:vortex-file-compressed	18350998 / 18032677 / +1.8%	28501679 / 29291200 / -2.7%	0.64 / 0.62 / +4.6%
tpcds_q28/duckdb:vortex-file-compressed	16484234 / 16354784 / +0.8%	25511655 / 25436583 / +0.3%	0.65 / 0.64 / +0.5%
tpcds_q29/duckdb:vortex-file-compressed	25105986 / 25149088 / -0.2%	37450972 / 38967624 / -3.9%	0.67 / 0.65 / +3.9%
tpcds_q30/duckdb:vortex-file-compressed	17504696 / 17251928 / +1.5%	25947958 / 25861651 / +0.3%	0.67 / 0.67 / +1.1%
tpcds_q31/duckdb:vortex-file-compressed	19897330 / 19754666 / +0.7%	28705833 / 29461070 / -2.6%	0.69 / 0.67 / +3.4%
tpcds_q32/duckdb:vortex-file-compressed	14212878 / 13928793 / +2.0%	23405978 / 23791085 / -1.6%	0.61 / 0.59 / +3.7%
tpcds_q33/duckdb:vortex-file-compressed	19907874 / 19556854 / +1.8%	28396196 / 28246684 / +0.5%	0.70 / 0.69 / +1.3%
tpcds_q34/duckdb:vortex-file-compressed	13676990 / 13498542 / +1.3%	23480724 / 23824207 / -1.4%	0.58 / 0.57 / +2.8%
tpcds_q35/duckdb:vortex-file-compressed	30307953 / 30419390 / -0.4%	41443300 / 41966814 / -1.2%	0.73 / 0.72 / +0.9%
tpcds_q36/duckdb:vortex-file-compressed	15892604 / 16076102 / -1.1%	27366163 / 26417821 / +3.6%	0.58 / 0.61 / -4.6%
tpcds_q37/duckdb:vortex-file-compressed	10207892 / 9858164 / +3.5%	23582131 / 24873053 / -5.2%	0.43 / 0.40 / +9.2%
tpcds_q38/duckdb:vortex-file-compressed	26672907 / 26548070 / +0.5%	33320182 / 33694302 / -1.1%	0.80 / 0.79 / +1.6%
tpcds_q39/duckdb:vortex-file-compressed	21108007 / 21207054 / -0.5%	33954337 / 33029084 / +2.8%	0.62 / 0.64 / -3.2%
tpcds_q40/duckdb:vortex-file-compressed	14992653 / 14831435 / +1.1%	22970114 / 22612130 / +1.6%	0.65 / 0.66 / -0.5%
tpcds_q41/duckdb:vortex-file-compressed	15972856 / 15937058 / +0.2%	25213101 / 24213537 / +4.1%	0.63 / 0.66 / -3.7%
tpcds_q42/duckdb:vortex-file-compressed	7553182 / 7624468 / -0.9%	16730460 / 16443352 / +1.7%	0.45 / 0.46 / -2.6%
tpcds_q43/duckdb:vortex-file-compressed	11201290 / 10653844 / +5.1%	20383225 / 19976242 / +2.0%	0.55 / 0.53 / +3.0%
tpcds_q44/duckdb:vortex-file-compressed	16340380 / 15618517 / +4.6%	26974456 / 26232885 / +2.8%	0.61 / 0.60 / +1.7%
tpcds_q45/duckdb:vortex-file-compressed	26144222 / 26227236 / -0.3%	34418033 / 34452248 / -0.1%	0.76 / 0.76 / -0.2%
tpcds_q46/duckdb:vortex-file-compressed	21064916 / 21112004 / -0.2%	29836688 / 29932891 / -0.3%	0.71 / 0.71 / +0.1%
tpcds_q47/duckdb:vortex-file-compressed	37549505 / 37638220 / -0.2%	47324388 / 47394533 / -0.1%	0.79 / 0.79 / -0.1%
tpcds_q48/duckdb:vortex-file-compressed	25114264 / 24956625 / +0.6%	37585936 / 38672994 / -2.8%	0.67 / 0.65 / +3.5%
tpcds_q49/duckdb:vortex-file-compressed	21696055 / 22020318 / -1.5%	35454775 / 35563071 / -0.3%	0.61 / 0.62 / -1.2%
tpcds_q50/duckdb:vortex-file-compressed	18354943 / 18265584 / +0.5%	31351309 / 30353691 / +3.3%	0.59 / 0.60 / -2.7%
tpcds_q51/duckdb:vortex-file-compressed	52535178 / 52316074 / +0.4%	62162502 / 62200138 / -0.1%	0.85 / 0.84 / +0.5%
tpcds_q52/duckdb:vortex-file-compressed	7910060 / 7851819 / +0.7%	16813751 / 17327096 / -3.0%	0.47 / 0.45 / +3.8%
tpcds_q53/duckdb:vortex-file-compressed	12505322 / 12359438 / +1.2%	21283840 / 22171914 / -4.0%	0.59 / 0.56 / +5.4%
tpcds_q54/duckdb:vortex-file-compressed	22302518 / 22179508 / +0.6%	31376853 / 32470750 / -3.4%	0.71 / 0.68 / +4.1%
tpcds_q55/duckdb:vortex-file-compressed	7577430 / 7714724 / -1.8%	17001133 / 16505518 / +3.0%	0.45 / 0.47 / -4.6%
tpcds_q56/duckdb:vortex-file-compressed	19815070 / 19672204 / +0.7%	29055504 / 29094286 / -0.1%	0.68 / 0.68 / +0.9%
tpcds_q57/duckdb:vortex-file-compressed	28199755 / 28229941 / -0.1%	36638372 / 36788099 / -0.4%	0.77 / 0.77 / +0.3%
tpcds_q58/duckdb:vortex-file-compressed	22299080 / 22407932 / -0.5%	31847483 / 31808160 / +0.1%	0.70 / 0.70 / -0.6%
tpcds_q59/duckdb:vortex-file-compressed	21297438 / 21413227 / -0.5%	29596541 / 29714220 / -0.4%	0.72 / 0.72 / -0.1%
tpcds_q60/duckdb:vortex-file-compressed	20530312 / 20439284 / +0.4%	30391745 / 31454098 / -3.4%	0.68 / 0.65 / +4.0%
tpcds_q61/duckdb:vortex-file-compressed	25324002 / 25556114 / -0.9%	35720685 / 35764380 / -0.1%	0.71 / 0.71 / -0.8%
tpcds_q62/duckdb:vortex-file-compressed	13203385 / 13246095 / -0.3%	20891282 / 20857872 / +0.2%	0.63 / 0.64 / -0.5%
tpcds_q63/duckdb:vortex-file-compressed	12005838 / 11952647 / +0.4%	20883723 / 21950984 / -4.9%	0.57 / 0.54 / +5.6%
tpcds_q64/duckdb:vortex-file-compressed	53546908 / 53493028 / +0.1%	72849860 / 73590232 / -1.0%	0.74 / 0.73 / +1.1%
tpcds_q65/duckdb:vortex-file-compressed	16548767 / 17364180 / -4.7%	26290858 / 27594672 / -4.7%	0.63 / 0.63 / +0.0%
tpcds_q66/duckdb:vortex-file-compressed	33258581 / 32152551 / +3.4%	42752777 / 42725508 / +0.1%	0.78 / 0.75 / +3.4%
tpcds_q67/duckdb:vortex-file-compressed	66113661 / 64853940 / +1.9%	74229878 / 74635094 / -0.5%	0.89 / 0.87 / +2.5%
tpcds_q68/duckdb:vortex-file-compressed	20659148 / 20617010 / +0.2%	30672881 / 30013902 / +2.2%	0.67 / 0.69 / -1.9%
tpcds_q69/duckdb:vortex-file-compressed	24136556 / 24295432 / -0.7%	39836431 / 40748313 / -2.2%	0.61 / 0.60 / +1.6%
tpcds_q70/duckdb:vortex-file-compressed	17100243 / 16864186 / +1.4%	26604893 / 27290173 / -2.5%	0.64 / 0.62 / +4.0%
tpcds_q71/duckdb:vortex-file-compressed	14477354 / 14367750 / +0.8%	23052669 / 24214482 / -4.8%	0.63 / 0.59 / +5.8%
tpcds_q72/duckdb:vortex-file-compressed	59875393 / 59428628 / +0.8%	73683506 / 73736835 / -0.1%	0.81 / 0.81 / +0.8%
tpcds_q73/duckdb:vortex-file-compressed	12423596 / 12366756 / +0.5%	22476586 / 22924739 / -2.0%	0.55 / 0.54 / +2.5%
tpcds_q74/duckdb:vortex-file-compressed	28200223 / 28079490 / +0.4%	36101657 / 36673112 / -1.6%	0.78 / 0.77 / +2.0%
tpcds_q75/duckdb:vortex-file-compressed	30721862 / 30322285 / +1.3%	40951063 / 42243378 / -3.1%	0.75 / 0.72 / +4.5%
tpcds_q76/duckdb:vortex-file-compressed	14168770 / 14011748 / +1.1%	23292248 / 24295905 / -4.1%	0.61 / 0.58 / +5.5%
tpcds_q77/duckdb:vortex-file-compressed	22944716 / 22773968 / +0.7%	34809627 / 32851891 / +6.0%	0.66 / 0.69 / -4.9%
tpcds_q78/duckdb:vortex-file-compressed	44950198 / 45289042 / -0.7%	54751877 / 55453878 / -1.3%	0.82 / 0.82 / +0.5%
tpcds_q79/duckdb:vortex-file-compressed	14417810 / 14631729 / -1.5%	24148823 / 22947536 / +5.2%	0.60 / 0.64 / -6.4%
tpcds_q80/duckdb:vortex-file-compressed	39909450 / 40257570 / -0.9%	53751590 / 52903773 / +1.6%	0.74 / 0.76 / -2.4%
tpcds_q81/duckdb:vortex-file-compressed	22617904 / 22315104 / +1.4%	31201313 / 30563115 / +2.1%	0.72 / 0.73 / -0.7%
tpcds_q82/duckdb:vortex-file-compressed	10471794 / 10576647 / -1.0%	24561970 / 25319133 / -3.0%	0.43 / 0.42 / +2.1%
tpcds_q83/duckdb:vortex-file-compressed	19889362 / 19709268 / +0.9%	27717262 / 26192697 / +5.8%	0.72 / 0.75 / -4.6%
tpcds_q84/duckdb:vortex-file-compressed	16777802 / 16930604 / -0.9%	25470141 / 24760530 / +2.9%	0.66 / 0.68 / -3.7%
tpcds_q85/duckdb:vortex-file-compressed	26380770 / 26047863 / +1.3%	39446886 / 39271422 / +0.4%	0.67 / 0.66 / +0.8%
tpcds_q86/duckdb:vortex-file-compressed	10651811 / 10515554 / +1.3%	18942051 / 18624507 / +1.7%	0.56 / 0.56 / -0.4%
tpcds_q87/duckdb:vortex-file-compressed	28215552 / 28032496 / +0.7%	34446361 / 34576473 / -0.4%	0.82 / 0.81 / +1.0%
tpcds_q88/duckdb:vortex-file-compressed	41856840 / 42143264 / -0.7%	52412159 / 52340119 / +0.1%	0.80 / 0.81 / -0.8%
tpcds_q89/duckdb:vortex-file-compressed	13220374 / 13208158 / +0.1%	22887772 / 23060331 / -0.7%	0.58 / 0.57 / +0.8%
tpcds_q90/duckdb:vortex-file-compressed	9750440 / 9691568 / +0.6%	17014814 / 16133997 / +5.5%	0.57 / 0.60 / -4.6%
tpcds_q91/duckdb:vortex-file-compressed	15659376 / 15440848 / +1.4%	23568665 / 22878426 / +3.0%	0.66 / 0.67 / -1.6%
tpcds_q92/duckdb:vortex-file-compressed	14509766 / 14495710 / +0.1%	22873517 / 22602711 / +1.2%	0.63 / 0.64 / -1.1%
tpcds_q93/duckdb:vortex-file-compressed	11378490 / 11482278 / -0.9%	25627553 / 26808228 / -4.4%	0.44 / 0.43 / +3.7%
tpcds_q94/duckdb:vortex-file-compressed	33343352 / 33225950 / +0.4%	43592225 / 43200436 / +0.9%	0.76 / 0.77 / -0.5%
tpcds_q95/duckdb:vortex-file-compressed	45184246 / 44011216 / +2.7%	53722238 / 53520614 / +0.4%	0.84 / 0.82 / +2.3%
tpcds_q96/duckdb:vortex-file-compressed	7450188 / 7419110 / +0.4%	16549531 / 16116295 / +2.7%	0.45 / 0.46 / -2.2%
tpcds_q97/duckdb:vortex-file-compressed	24775774 / 24496165 / +1.1%	32706489 / 32946473 / -0.7%	0.76 / 0.74 / +1.9%
tpcds_q98/duckdb:vortex-file-compressed	12288592 / 12292471 / -0.0%	21781832 / 22249785 / -2.1%	0.56 / 0.55 / +2.1%
tpcds_q99/duckdb:vortex-file-compressed	16020112 / 15872732 / +0.9%	24036446 / 24365145 / -1.3%	0.67 / 0.65 / +2.3%

duckdb / parquet / ns (1.004x ➖, 0↑ 0↓)

name	hot ns (PR / base / %diff)	cold ns (PR / base / %diff)	hot/cold (PR / base / %diff)
tpcds_q01/duckdb:parquet	27877294 / 27724616 / +0.6%	35786210 / 36042672 / -0.7%	0.78 / 0.77 / +1.3%
tpcds_q02/duckdb:parquet	20084062 / 19940644 / +0.7%	26998811 / 26827784 / +0.6%	0.74 / 0.74 / +0.1%
tpcds_q03/duckdb:parquet	11373738 / 11300966 / +0.6%	18485964 / 18372280 / +0.6%	0.62 / 0.62 / +0.0%
tpcds_q04/duckdb:parquet	132259506 / 132975972 / -0.5%	141974254 / 141181566 / +0.6%	0.93 / 0.94 / -1.1%
tpcds_q05/duckdb:parquet	32601590 / 32362366 / +0.7%	38615894 / 38240990 / +1.0%	0.84 / 0.85 / -0.2%
tpcds_q06/duckdb:parquet	33272292 / 32967007 / +0.9%	43371321 / 43425679 / -0.1%	0.77 / 0.76 / +1.1%
tpcds_q07/duckdb:parquet	34202364 / 34167576 / +0.1%	43453141 / 43803839 / -0.8%	0.79 / 0.78 / +0.9%
tpcds_q08/duckdb:parquet	23353004 / 23118778 / +1.0%	30796622 / 30238101 / +1.8%	0.76 / 0.76 / -0.8%
tpcds_q09/duckdb:parquet	32394150 / 31205226 / +3.8%	36825562 / 36682960 / +0.4%	0.88 / 0.85 / +3.4%
tpcds_q10/duckdb:parquet	42193556 / 42042874 / +0.4%	50400914 / 50916795 / -1.0%	0.84 / 0.83 / +1.4%
tpcds_q11/duckdb:parquet	75523714 / 75801108 / -0.4%	83086877 / 84451514 / -1.6%	0.91 / 0.90 / +1.3%
tpcds_q12/duckdb:parquet	16515347 / 16636424 / -0.7%	22472935 / 22645296 / -0.8%	0.73 / 0.73 / +0.0%
tpcds_q13/duckdb:parquet	33933594 / 33221308 / +2.1%	44150686 / 44363614 / -0.5%	0.77 / 0.75 / +2.6%
tpcds_q14/duckdb:parquet	73508146 / 74606750 / -1.5%	83009784 / 79231950 / +4.8%	0.89 / 0.94 / -6.0%
tpcds_q15/duckdb:parquet	19164490 / 19030295 / +0.7%	26334429 / 26228871 / +0.4%	0.73 / 0.73 / +0.3%
tpcds_q16/duckdb:parquet	44710786 / 44677482 / +0.1%	52139800 / 51736006 / +0.8%	0.86 / 0.86 / -0.7%
tpcds_q17/duckdb:parquet	39156818 / 39458512 / -0.8%	46126626 / 46540962 / -0.9%	0.85 / 0.85 / +0.1%
tpcds_q18/duckdb:parquet	52422298 / 53092418 / -1.3%	60949221 / 60754796 / +0.3%	0.86 / 0.87 / -1.6%
tpcds_q19/duckdb:parquet	21360942 / 21105302 / +1.2%	29901677 / 29787480 / +0.4%	0.71 / 0.71 / +0.8%
tpcds_q20/duckdb:parquet	17761588 / 17580724 / +1.0%	23612081 / 22745426 / +3.8%	0.75 / 0.77 / -2.7%
tpcds_q21/duckdb:parquet	12666455 / 12528210 / +1.1%	19812284 / 19716197 / +0.5%	0.64 / 0.64 / +0.6%
tpcds_q22/duckdb:parquet	23040077 / 22882572 / +0.7%	29593187 / 29775171 / -0.6%	0.78 / 0.77 / +1.3%
tpcds_q23/duckdb:parquet	48141274 / 47856898 / +0.6%	54599945 / 54571350 / +0.1%	0.88 / 0.88 / +0.5%
tpcds_q24/duckdb:parquet	34022675 / 34032018 / -0.0%	42523534 / 42300927 / +0.5%	0.80 / 0.80 / -0.6%
tpcds_q25/duckdb:parquet	34724301 / 34936616 / -0.6%	43197097 / 42601672 / +1.4%	0.80 / 0.82 / -2.0%
tpcds_q26/duckdb:parquet	32039128 / 32375590 / -1.0%	39364959 / 39964182 / -1.5%	0.81 / 0.81 / +0.5%
tpcds_q27/duckdb:parquet	37254084 / 36627526 / +1.7%	45558921 / 46600390 / -2.2%	0.82 / 0.79 / +4.0%
tpcds_q28/duckdb:parquet	30189779 / 30816356 / -2.0%	39326074 / 38729659 / +1.5%	0.77 / 0.80 / -3.5%
tpcds_q29/duckdb:parquet	36791169 / 36679004 / +0.3%	45519563 / 45722205 / -0.4%	0.81 / 0.80 / +0.8%
tpcds_q30/duckdb:parquet	41537380 / 41275320 / +0.6%	50326099 / 51244487 / -1.8%	0.83 / 0.81 / +2.5%
tpcds_q31/duckdb:parquet	39665439 / 39260072 / +1.0%	48194516 / 47633926 / +1.2%	0.82 / 0.82 / -0.1%
tpcds_q32/duckdb:parquet	18230602 / 18158199 / +0.4%	25446899 / 25308827 / +0.5%	0.72 / 0.72 / -0.1%
tpcds_q33/duckdb:parquet	26797034 / 27063406 / -1.0%	33945203 / 34168568 / -0.7%	0.79 / 0.79 / -0.3%
tpcds_q34/duckdb:parquet	19205885 / 19097256 / +0.6%	27287958 / 27786567 / -1.8%	0.70 / 0.69 / +2.4%
tpcds_q35/duckdb:parquet	41133080 / 40892251 / +0.6%	50793019 / 50387810 / +0.8%	0.81 / 0.81 / -0.2%
tpcds_q36/duckdb:parquet	43497543 / 43166848 / +0.8%	52581624 / 52968849 / -0.7%	0.83 / 0.81 / +1.5%
tpcds_q37/duckdb:parquet	15394181 / 15074396 / +2.1%	22654128 / 22932247 / -1.2%	0.68 / 0.66 / +3.4%
tpcds_q38/duckdb:parquet	33647892 / 33460175 / +0.6%	38985867 / 38399254 / +1.5%	0.86 / 0.87 / -1.0%
tpcds_q39/duckdb:parquet	25749058 / 25731226 / +0.1%	34083456 / 32379240 / +5.3%	0.76 / 0.79 / -4.9%
tpcds_q40/duckdb:parquet	18762930 / 18935891 / -0.9%	24892317 / 25212547 / -1.3%	0.75 / 0.75 / +0.4%
tpcds_q41/duckdb:parquet	14450136 / 14433502 / +0.1%	22098685 / 22166239 / -0.3%	0.65 / 0.65 / +0.4%
tpcds_q42/duckdb:parquet	11075132 / 10960534 / +1.0%	18318564 / 18178344 / +0.8%	0.60 / 0.60 / +0.3%
tpcds_q43/duckdb:parquet	13999797 / 13941728 / +0.4%	21382575 / 21403564 / -0.1%	0.65 / 0.65 / +0.5%
tpcds_q44/duckdb:parquet	23774092 / 24579404 / -3.3%	29768996 / 29622167 / +0.5%	0.80 / 0.83 / -3.8%
tpcds_q45/duckdb:parquet	24536144 / 24256406 / +1.2%	31780320 / 31777745 / +0.0%	0.77 / 0.76 / +1.1%
tpcds_q46/duckdb:parquet	39314030 / 38956174 / +0.9%	48207540 / 48174155 / +0.1%	0.82 / 0.81 / +0.8%
tpcds_q47/duckdb:parquet	38220227 / 38133165 / +0.2%	46912378 / 45626333 / +2.8%	0.81 / 0.84 / -2.5%
tpcds_q48/duckdb:parquet	32871850 / 32039721 / +2.6%	40876313 / 41300360 / -1.0%	0.80 / 0.78 / +3.7%
tpcds_q49/duckdb:parquet	34135162 / 35235660 / -3.1%	41934102 / 44024103 / -4.7%	0.81 / 0.80 / +1.7%
tpcds_q50/duckdb:parquet	22209463 / 21992258 / +1.0%	30455482 / 29862670 / +2.0%	0.73 / 0.74 / -1.0%
tpcds_q51/duckdb:parquet	56874675 / 57541433 / -1.2%	64828235 / 66227219 / -2.1%	0.88 / 0.87 / +1.0%
tpcds_q52/duckdb:parquet	11329765 / 11208282 / +1.1%	18433645 / 18424256 / +0.1%	0.61 / 0.61 / +1.0%
tpcds_q53/duckdb:parquet	15903062 / 15796552 / +0.7%	23774318 / 23936066 / -0.7%	0.67 / 0.66 / +1.4%
tpcds_q54/duckdb:parquet	28765800 / 28626996 / +0.5%	36982086 / 37287069 / -0.8%	0.78 / 0.77 / +1.3%
tpcds_q55/duckdb:parquet	10914014 / 10819315 / +0.9%	18280593 / 18216193 / +0.4%	0.60 / 0.59 / +0.5%
tpcds_q56/duckdb:parquet	28784704 / 28405153 / +1.3%	36113680 / 35471854 / +1.8%	0.80 / 0.80 / -0.5%
tpcds_q57/duckdb:parquet	34253447 / 34089053 / +0.5%	41018455 / 41146918 / -0.3%	0.84 / 0.83 / +0.8%
tpcds_q58/duckdb:parquet	28548985 / 28064536 / +1.7%	35392198 / 35004179 / +1.1%	0.81 / 0.80 / +0.6%
tpcds_q59/duckdb:parquet	25830578 / 25707266 / +0.5%	33426742 / 33338050 / +0.3%	0.77 / 0.77 / +0.2%
tpcds_q60/duckdb:parquet	30290164 / 30174391 / +0.4%	37148040 / 37457592 / -0.8%	0.82 / 0.81 / +1.2%
tpcds_q61/duckdb:parquet	27526560 / 28479564 / -3.3%	34514934 / 33228455 / +3.9%	0.80 / 0.86 / -6.9%
tpcds_q62/duckdb:parquet	15108188 / 15065175 / +0.3%	21005306 / 21027238 / -0.1%	0.72 / 0.72 / +0.4%
tpcds_q63/duckdb:parquet	15361786 / 15291832 / +0.5%	23154140 / 22660059 / +2.2%	0.66 / 0.67 / -1.7%
tpcds_q64/duckdb:parquet	79947198 / 79568645 / +0.5%	90019786 / 91326945 / -1.4%	0.89 / 0.87 / +1.9%
tpcds_q65/duckdb:parquet	23576658 / 22586084 / +4.4%	28092875 / 28117069 / -0.1%	0.84 / 0.80 / +4.5%
tpcds_q66/duckdb:parquet	41355542 / 41517253 / -0.4%	49444183 / 49588382 / -0.3%	0.84 / 0.84 / -0.1%
tpcds_q67/duckdb:parquet	68845154 / 68212960 / +0.9%	76352426 / 76561376 / -0.3%	0.90 / 0.89 / +1.2%
tpcds_q68/duckdb:parquet	31584275 / 31529895 / +0.2%	40405822 / 40626376 / -0.5%	0.78 / 0.78 / +0.7%
tpcds_q69/duckdb:parquet	29745972 / 29711391 / +0.1%	39058552 / 39690904 / -1.6%	0.76 / 0.75 / +1.7%
tpcds_q70/duckdb:parquet	22477435 / 22199126 / +1.3%	30517214 / 30930958 / -1.3%	0.74 / 0.72 / +2.6%
tpcds_q71/duckdb:parquet	19506903 / 19514142 / -0.0%	26968934 / 27027542 / -0.2%	0.72 / 0.72 / +0.2%
tpcds_q72/duckdb:parquet	62002224 / 62019852 / -0.0%	70517308 / 70818237 / -0.4%	0.88 / 0.88 / +0.4%
tpcds_q73/duckdb:parquet	16564682 / 16557376 / +0.0%	24762027 / 24663827 / +0.4%	0.67 / 0.67 / -0.4%
tpcds_q74/duckdb:parquet	94193096 / 93905195 / +0.3%	102038498 / 102071066 / -0.0%	0.92 / 0.92 / +0.3%
tpcds_q75/duckdb:parquet	51124657 / 48539406 / +5.3%	57354311 / 57224641 / +0.2%	0.89 / 0.85 / +5.1%
tpcds_q76/duckdb:parquet	21170220 / 19735608 / +7.3%	26687094 / 27055228 / -1.4%	0.79 / 0.73 / +8.7%
tpcds_q77/duckdb:parquet	29656302 / 29544500 / +0.4%	35866056 / 36582497 / -2.0%	0.83 / 0.81 / +2.4%
tpcds_q78/duckdb:parquet	84113564 / 83321151 / +1.0%	93030511 / 91090538 / +2.1%	0.90 / 0.91 / -1.2%
tpcds_q79/duckdb:parquet	24064207 / 24474910 / -1.7%	32464468 / 33025859 / -1.7%	0.74 / 0.74 / +0.0%
tpcds_q80/duckdb:parquet	42421763 / 41875239 / +1.3%	50427388 / 50030452 / +0.8%	0.84 / 0.84 / +0.5%
tpcds_q81/duckdb:parquet	41853818 / 41447240 / +1.0%	50696208 / 51006678 / -0.6%	0.83 / 0.81 / +1.6%
tpcds_q82/duckdb:parquet	16181592 / 16080634 / +0.6%	24348050 / 24744880 / -1.6%	0.66 / 0.65 / +2.3%
tpcds_q83/duckdb:parquet	23882466 / 23938314 / -0.2%	30470833 / 30206036 / +0.9%	0.78 / 0.79 / -1.1%
tpcds_q84/duckdb:parquet	25474872 / 25472264 / +0.0%	31943358 / 31427328 / +1.6%	0.80 / 0.81 / -1.6%
tpcds_q85/duckdb:parquet	36530918 / 36317473 / +0.6%	44801539 / 45825110 / -2.2%	0.82 / 0.79 / +2.9%
tpcds_q86/duckdb:parquet	13852214 / 13647793 / +1.5%	20413583 / 20288712 / +0.6%	0.68 / 0.67 / +0.9%
tpcds_q87/duckdb:parquet	35316602 / 35325715 / -0.0%	40815781 / 41282450 / -1.1%	0.87 / 0.86 / +1.1%
tpcds_q88/duckdb:parquet	46250891 / 46382272 / -0.3%	52957647 / 54427925 / -2.7%	0.87 / 0.85 / +2.5%
tpcds_q89/duckdb:parquet	16229612 / 16315244 / -0.5%	24644983 / 24493423 / +0.6%	0.66 / 0.67 / -1.1%
tpcds_q90/duckdb:parquet	11981678 / 11874752 / +0.9%	19066240 / 18528179 / +2.9%	0.63 / 0.64 / -1.9%
tpcds_q91/duckdb:parquet	24194258 / 24029126 / +0.7%	32996445 / 33115956 / -0.4%	0.73 / 0.73 / +1.1%
tpcds_q92/duckdb:parquet	19701180 / 19645922 / +0.3%	27563543 / 27211002 / +1.3%	0.71 / 0.72 / -1.0%
tpcds_q93/duckdb:parquet	15913386 / 16280183 / -2.3%	23737777 / 23931792 / -0.8%	0.67 / 0.68 / -1.5%
tpcds_q94/duckdb:parquet	38599402 / 38311699 / +0.8%	45768123 / 45751471 / +0.0%	0.84 / 0.84 / +0.7%
tpcds_q95/duckdb:parquet	49213110 / 49391141 / -0.4%	55640707 / 54857471 / +1.4%	0.88 / 0.90 / -1.8%
tpcds_q96/duckdb:parquet	9600234 / 9496985 / +1.1%	16298031 / 15880219 / +2.6%	0.59 / 0.60 / -1.5%
tpcds_q97/duckdb:parquet	29794020 / 30181478 / -1.3%	35799438 / 35839357 / -0.1%	0.83 / 0.84 / -1.2%
tpcds_q98/duckdb:parquet	19474580 / 19288356 / +1.0%	27342101 / 26971070 / +1.4%	0.71 / 0.72 / -0.4%
tpcds_q99/duckdb:parquet	21078598 / 20894788 / +0.9%	27179120 / 27070627 / +0.4%	0.78 / 0.77 / +0.5%

No file size changes detected.

github-actions · 2026-10-23T01:24:11Z

Benchmarks: TPC-H SF=1 on S3 📖

Commits: PR 5cbf00a7 vs base dbaf5f8e
Verdict: No clear signal (environment too noisy confidence)
Attributed Vortex impact: +10.4%
Engines: DataFusion No clear signal (-4.5%, environment too noisy confidence) · DuckDB No clear signal (+27.6%, environment too noisy confidence)
Vortex (geomean): hot 0.941x ➖ · cold 0.931x ➖
Parquet (geomean): hot 0.853x ➖ · cold 0.857x ➖
Shifts: Parquet (control) -14.7% · Median polish -2.2%

How to read Verdict and Engines

Verdict: Overall PR-level signal after subtracting baseline drift estimated from Parquet control rows. It can be Likely improvement, Likely regression, or No clear signal.
Engines: Per-engine attribution. DataFusion is compared against DataFusion/Parquet controls; DuckDB is compared against DuckDB/Parquet controls. This answers whether each engine improved or regressed independently.
Confidence: Based on directional consistency, share of rows above the noise floor, and control-run noise.
Hot vs cold: Every measurement is run several times. The first run is reported as the cold run, and the median of the runs after it is reported as the hot run. The verdict and significance use hot runs; each target's geomean reports hot and cold beside each other where the individual runs were recorded and hot alone where they were not, the cold column shows first-run cost per row, and hot/cold is how much of each run the warm path saves. Rows whose results predate per-run reporting show only one value, taken from the value the runner reported.
Table cells: Each cell reads PR / base / %diff. The hot and cold columns mark a change as 🔴 slower or 🟢 faster once it clears this suite's threshold; anything smaller is noise here and is left unmarked, as is hot/cold, because a shift in the warm-up ratio is not a win or a loss by itself.

datafusion / vortex-file-compressed / ns (0.922x ➖, 6↑ 2↓)

name	hot ns (PR / base / %diff)	cold ns (PR / base / %diff)	hot/cold (PR / base / %diff)
tpch_q01/datafusion:vortex-file-compressed	208304973 / 206648190 / +0.8%	813283082 / 993343753 / -18.1%	0.26 / 0.21 / +23.1%
tpch_q02/datafusion:vortex-file-compressed	443805769 / 399429893 / +11.1%	945987771 / 814624813 / +16.1%	0.47 / 0.49 / -4.3%
tpch_q03/datafusion:vortex-file-compressed	375615324 / 558553716 / -32.8% 🟢	1158878089 / 1380519122 / -16.1%	0.32 / 0.40 / -19.9%
tpch_q04/datafusion:vortex-file-compressed	233607198 / 264273121 / -11.6%	600385640 / 418104944 / +43.6% 🔴	0.39 / 0.63 / -38.4%
tpch_q05/datafusion:vortex-file-compressed	533365648 / 767680272 / -30.5% 🟢	779417457 / 818735162 / -4.8%	0.68 / 0.94 / -27.0%
tpch_q06/datafusion:vortex-file-compressed	291727750 / 292954630 / -0.4%	433216485 / 443474438 / -2.3%	0.67 / 0.66 / +1.9%
tpch_q07/datafusion:vortex-file-compressed	765016882 / 432091143 / +77.0% 🔴	1001089497 / 625284304 / +60.1% 🔴	0.76 / 0.69 / +10.6%
tpch_q08/datafusion:vortex-file-compressed	553790033 / 674165828 / -17.9%	585608663 / 930604656 / -37.1% 🟢	0.95 / 0.72 / +30.5%
tpch_q09/datafusion:vortex-file-compressed	405804566 / 516804289 / -21.5%	554355873 / 630601892 / -12.1%	0.73 / 0.82 / -10.7%
tpch_q10/datafusion:vortex-file-compressed	429850745 / 779459364 / -44.9% 🟢	605343179 / 1407875555 / -57.0% 🟢	0.71 / 0.55 / +28.3%
tpch_q11/datafusion:vortex-file-compressed	373729881 / 305059922 / +22.5%	516413852 / 445710559 / +15.9%	0.72 / 0.68 / +5.7%
tpch_q12/datafusion:vortex-file-compressed	375100733 / 348675493 / +7.6%	723450682 / 527402065 / +37.2% 🔴	0.52 / 0.66 / -21.6%
tpch_q13/datafusion:vortex-file-compressed	141324951 / 239578939 / -41.0% 🟢	394997380 / 597761227 / -33.9% 🟢	0.36 / 0.40 / -10.7%
tpch_q14/datafusion:vortex-file-compressed	233428905 / 239704913 / -2.6%	408877823 / 500030663 / -18.2%	0.57 / 0.48 / +19.1%
tpch_q15/datafusion:vortex-file-compressed	321039882 / 331055148 / -3.0%	690932134 / 512879816 / +34.7% 🔴	0.46 / 0.65 / -28.0%
tpch_q16/datafusion:vortex-file-compressed	145894521 / 175980205 / -17.1%	357860172 / 334359081 / +7.0%	0.41 / 0.53 / -22.5%
tpch_q17/datafusion:vortex-file-compressed	457546797 / 376460434 / +21.5%	586453339 / 641264508 / -8.5%	0.78 / 0.59 / +32.9%
tpch_q18/datafusion:vortex-file-compressed	292541696 / 443344819 / -34.0% 🟢	481208814 / 665512420 / -27.7%	0.61 / 0.67 / -8.7%
tpch_q19/datafusion:vortex-file-compressed	546431177 / 405908244 / +34.6% 🔴	579133098 / 547003056 / +5.9%	0.94 / 0.74 / +27.2%
tpch_q20/datafusion:vortex-file-compressed	343998741 / 311831582 / +10.3%	505496131 / 509133507 / -0.7%	0.68 / 0.61 / +11.1%
tpch_q21/datafusion:vortex-file-compressed	646557506 / 549890006 / +17.6%	815928935 / 819326028 / -0.4%	0.79 / 0.67 / +18.1%
tpch_q22/datafusion:vortex-file-compressed	161460801 / 240860909 / -33.0% 🟢	411848342 / 791305820 / -48.0% 🟢	0.39 / 0.30 / +28.8%

datafusion / parquet / ns (0.965x ➖, 1↑ 2↓)

name	hot ns (PR / base / %diff)	cold ns (PR / base / %diff)	hot/cold (PR / base / %diff)
tpch_q01/datafusion:parquet	116337176 / 143543154 / -19.0%	576452764 / 447357920 / +28.9%	0.20 / 0.32 / -37.1%
tpch_q02/datafusion:parquet	5762038707 / 6983371177 / -17.5%	5816594029 / 7138251560 / -18.5%	0.99 / 0.98 / +1.3%
tpch_q03/datafusion:parquet	424205922 / 337144179 / +25.8%	743790393 / 787986141 / -5.6%	0.57 / 0.43 / +33.3%
tpch_q04/datafusion:parquet	199858192 / 320491667 / -37.6% 🟢	359797131 / 398614865 / -9.7%	0.56 / 0.80 / -30.9%
tpch_q05/datafusion:parquet	3043227947 / 3072305539 / -0.9%	3566047894 / 3190514063 / +11.8%	0.85 / 0.96 / -11.4%
tpch_q06/datafusion:parquet	106189035 / 109489030 / -3.0%	252391330 / 233959361 / +7.9%	0.42 / 0.47 / -10.1%
tpch_q07/datafusion:parquet	2973705698 / 3260362252 / -8.8%	3315240836 / 4371966998 / -24.2%	0.90 / 0.75 / +20.3%
tpch_q08/datafusion:parquet	3187081252 / 3284043749 / -3.0%	3270057647 / 3703026960 / -11.7%	0.97 / 0.89 / +9.9%
tpch_q09/datafusion:parquet	3402107780 / 3656487505 / -7.0%	3010279897 / 5368495392 / -43.9% 🟢	1.13 / 0.68 / +65.9%
tpch_q10/datafusion:parquet	504245835 / 379864846 / +32.7% 🔴	2251505198 / 499272107 / +351.0% 🔴	0.22 / 0.76 / -70.6%
tpch_q11/datafusion:parquet	6109479865 / 5925266929 / +3.1%	5890347006 / 5883611004 / +0.1%	1.04 / 1.01 / +3.0%
tpch_q12/datafusion:parquet	270393473 / 242684013 / +11.4%	579717974 / 389028939 / +49.0% 🔴	0.47 / 0.62 / -25.2%
tpch_q13/datafusion:parquet	178258602 / 199485969 / -10.6%	313350053 / 318338259 / -1.6%	0.57 / 0.63 / -9.2%
tpch_q14/datafusion:parquet	185384529 / 218477169 / -15.1%	341322188 / 340063701 / +0.4%	0.54 / 0.64 / -15.5%
tpch_q15/datafusion:parquet	2797804853 / 2932090868 / -4.6%	2919991630 / 3822952692 / -23.6%	0.96 / 0.77 / +24.9%
tpch_q16/datafusion:parquet	2670021616 / 2689695345 / -0.7%	2817167521 / 3022773422 / -6.8%	0.95 / 0.89 / +6.5%
tpch_q17/datafusion:parquet	332227020 / 396924613 / -16.3%	480289404 / 502163664 / -4.4%	0.69 / 0.79 / -12.5%
tpch_q18/datafusion:parquet	458737853 / 429159764 / +6.9%	600524399 / 585431269 / +2.6%	0.76 / 0.73 / +4.2%
tpch_q19/datafusion:parquet	177958267 / 227571196 / -21.8%	343864648 / 349875840 / -1.7%	0.52 / 0.65 / -20.4%
tpch_q20/datafusion:parquet	2871002877 / 2944580988 / -2.5%	3000174829 / 3165263811 / -5.2%	0.96 / 0.93 / +2.9%
tpch_q21/datafusion:parquet	3326466430 / 3129615671 / +6.3%	3185729925 / 3125593519 / +1.9%	1.04 / 1.00 / +4.3%
tpch_q22/datafusion:parquet	380866227 / 276309564 / +37.8% 🔴	669195703 / 446931408 / +49.7% 🔴	0.57 / 0.62 / -7.9%

duckdb / vortex-file-compressed / ns (0.961x ➖, 1↑ 0↓)

name	hot ns (PR / base / %diff)	cold ns (PR / base / %diff)	hot/cold (PR / base / %diff)
tpch_q01/duckdb:vortex-file-compressed	234993690 / 232481292 / +1.1%	371037040 / 326248804 / +13.7%	0.63 / 0.71 / -11.1%
tpch_q02/duckdb:vortex-file-compressed	418714137 / 431684193 / -3.0%	602448811 / 516480742 / +16.6%	0.70 / 0.84 / -16.8%
tpch_q03/duckdb:vortex-file-compressed	511434033 / 553249810 / -7.6%	536978348 / 696100357 / -22.9%	0.95 / 0.79 / +19.8%
tpch_q04/duckdb:vortex-file-compressed	296223335 / 342411282 / -13.5%	340837188 / 375781951 / -9.3%	0.87 / 0.91 / -4.6%
tpch_q05/duckdb:vortex-file-compressed	546995591 / 907882736 / -39.8% 🟢	613161176 / 792991777 / -22.7%	0.89 / 1.14 / -22.1%
tpch_q06/duckdb:vortex-file-compressed	346470925 / 366026413 / -5.3%	348569859 / 416802143 / -16.4%	0.99 / 0.88 / +13.2%
tpch_q07/duckdb:vortex-file-compressed	519329529 / 449900836 / +15.4%	548823803 / 486015491 / +12.9%	0.95 / 0.93 / +2.2%
tpch_q08/duckdb:vortex-file-compressed	787359386 / 737088025 / +6.8%	771999529 / 772773170 / -0.1%	1.02 / 0.95 / +6.9%
tpch_q09/duckdb:vortex-file-compressed	504473021 / 627667038 / -19.6%	566089908 / 580279628 / -2.4%	0.89 / 1.08 / -17.6%
tpch_q10/duckdb:vortex-file-compressed	541654053 / 539765054 / +0.3%	578256786 / 834500355 / -30.7% 🟢	0.94 / 0.65 / +44.8%
tpch_q11/duckdb:vortex-file-compressed	312647850 / 328961179 / -5.0%	341667512 / 327755779 / +4.2%	0.92 / 1.00 / -8.8%
tpch_q12/duckdb:vortex-file-compressed	784113292 / 651742049 / +20.3%	665430929 / 687333828 / -3.2%	1.18 / 0.95 / +24.3%
tpch_q13/duckdb:vortex-file-compressed	292427157 / 281067097 / +4.0%	242786174 / 397637739 / -38.9% 🟢	1.20 / 0.71 / +70.4%
tpch_q14/duckdb:vortex-file-compressed	256378971 / 246949386 / +3.8%	328838896 / 357812077 / -8.1%	0.78 / 0.69 / +13.0%
tpch_q15/duckdb:vortex-file-compressed	237858594 / 297572773 / -20.1%	327749471 / 288539907 / +13.6%	0.73 / 1.03 / -29.6%
tpch_q16/duckdb:vortex-file-compressed	230864916 / 221332614 / +4.3%	260113428 / 261607371 / -0.6%	0.89 / 0.85 / +4.9%
tpch_q17/duckdb:vortex-file-compressed	519676578 / 425671375 / +22.1%	529560910 / 538204023 / -1.6%	0.98 / 0.79 / +24.1%
tpch_q18/duckdb:vortex-file-compressed	383668791 / 545517127 / -29.7%	432610627 / 576582354 / -25.0%	0.89 / 0.95 / -6.3%
tpch_q19/duckdb:vortex-file-compressed	517613155 / 508917994 / +1.7%	590389675 / 526742190 / +12.1%	0.88 / 0.97 / -9.3%
tpch_q20/duckdb:vortex-file-compressed	551677991 / 536773206 / +2.8%	664087248 / 599680669 / +10.7%	0.83 / 0.90 / -7.2%
tpch_q21/duckdb:vortex-file-compressed	852720103 / 737223011 / +15.7%	813518653 / 859826768 / -5.4%	1.05 / 0.86 / +22.3%
tpch_q22/duckdb:vortex-file-compressed	268488352 / 305930517 / -12.2%	281841360 / 305036657 / -7.6%	0.95 / 1.00 / -5.0%

duckdb / parquet / ns (0.753x ➖, 10↑ 1↓)

name	hot ns (PR / base / %diff)	cold ns (PR / base / %diff)	hot/cold (PR / base / %diff)
tpch_q01/duckdb:parquet	154997593 / 307123783 / -49.5% 🟢	221188116 / 468174962 / -52.8% 🟢	0.70 / 0.66 / +6.8%
tpch_q02/duckdb:parquet	501719687 / 571657742 / -12.2%	545246853 / 731926382 / -25.5%	0.92 / 0.78 / +17.8%
tpch_q03/duckdb:parquet	521479546 / 752502597 / -30.7% 🟢	543325751 / 1253591270 / -56.7% 🟢	0.96 / 0.60 / +59.9%
tpch_q04/duckdb:parquet	338153477 / 383160343 / -11.7%	413719542 / 377075571 / +9.7%	0.82 / 1.02 / -19.6%
tpch_q05/duckdb:parquet	744429201 / 668396494 / +11.4%	670688459 / 971050632 / -30.9% 🟢	1.11 / 0.69 / +61.3%
tpch_q06/duckdb:parquet	191469810 / 408554631 / -53.1% 🟢	263023391 / 508827513 / -48.3% 🟢	0.73 / 0.80 / -9.3%
tpch_q07/duckdb:parquet	595557499 / 752689112 / -20.9%	573519957 / 664883209 / -13.7%	1.04 / 1.13 / -8.3%
tpch_q08/duckdb:parquet	852916253 / 850585293 / +0.3%	785060166 / 1018665734 / -22.9%	1.09 / 0.83 / +30.1%
tpch_q09/duckdb:parquet	680625134 / 955304854 / -28.8%	693948875 / 777763926 / -10.8%	0.98 / 1.23 / -20.1%
tpch_q10/duckdb:parquet	583016637 / 710716909 / -18.0%	631312129 / 1039665699 / -39.3% 🟢	0.92 / 0.68 / +35.1%
tpch_q11/duckdb:parquet	340068464 / 410845554 / -17.2%	321662821 / 393444333 / -18.2%	1.06 / 1.04 / +1.2%
tpch_q12/duckdb:parquet	404535384 / 609951497 / -33.7% 🟢	443869827 / 566573165 / -21.7%	0.91 / 1.08 / -15.3%
tpch_q13/duckdb:parquet	348360138 / 397231321 / -12.3%	413784351 / 1258563453 / -67.1% 🟢	0.84 / 0.32 / +166.7%
tpch_q14/duckdb:parquet	338108426 / 508052689 / -33.5% 🟢	357326727 / 502897222 / -28.9%	0.95 / 1.01 / -6.3%
tpch_q15/duckdb:parquet	297844466 / 492900301 / -39.6% 🟢	362365240 / 673942897 / -46.2% 🟢	0.82 / 0.73 / +12.4%
tpch_q16/duckdb:parquet	384277265 / 403660165 / -4.8%	530063632 / 409227240 / +29.5%	0.72 / 0.99 / -26.5%
tpch_q17/duckdb:parquet	345829787 / 456505412 / -24.2%	390174088 / 634332857 / -38.5% 🟢	0.89 / 0.72 / +23.2%
tpch_q18/duckdb:parquet	469517394 / 758712288 / -38.1% 🟢	537777809 / 889892037 / -39.6% 🟢	0.87 / 0.85 / +2.4%
tpch_q19/duckdb:parquet	351383853 / 577007688 / -39.1% 🟢	427659608 / 458126155 / -6.7%	0.82 / 1.26 / -34.8%
tpch_q20/duckdb:parquet	557530735 / 920912219 / -39.5% 🟢	668666222 / 1305713035 / -48.8% 🟢	0.83 / 0.71 / +18.2%
tpch_q21/duckdb:parquet	544889394 / 824026543 / -33.9% 🟢	600449787 / 830951143 / -27.7%	0.91 / 0.99 / -8.5%
tpch_q22/duckdb:parquet	580377866 / 407490239 / +42.4% 🔴	663376781 / 458364856 / +44.7% 🔴	0.87 / 0.89 / -1.6%

Keep the owned decoder as the required extension point and default borrowed decoding to it. Native primitive inputs share their canonical buffers directly. Retain decoded storage after the input handle is dropped. Extracted from #9979. Signed-off-by: Robert Kruszewski <github@robertk.io> Signed-off-by: Connor Tsui <connor.tsui20@gmail.com>

Inspect borrowed inputs once for lengths, dtypes, constant classification, and strict validity. Pair collected inputs with a separate execution plan while retaining the existing dispatch and retry paths. Extracted from #9979. Signed-off-by: Robert Kruszewski <github@robertk.io> Signed-off-by: Connor Tsui <connor.tsui20@gmail.com>

Let the packed Boolean collectors consume the batch validity when constructing their result. Keep custom output validation before masking and attach validity directly to other canonical outputs. Extracted from #9979. Signed-off-by: Connor Tsui <connor.tsui20@gmail.com>

Finish eligible batches in the planning visit and retain the planned retry and valid-row paths for the remaining partially valid batches. Decode direct Boolean inputs through private borrowed tuple adapters and keep collector selection outside the row loop. Extracted from #9979. Enforce the Boolean validity-length invariant in release builds before unchecked output construction. Signed-off-by: Robert Kruszewski <github@robertk.io> Signed-off-by: Connor Tsui <connor.tsui20@gmail.com>

connortsui20 added this pull request to stack #10677 October 21, 2026 15:10

connortsui20 force-pushed the ct/row-fn-cleanup/fused-execution branch from 55d9af7 to 178dcd8 Compare October 22, 2026 14:09

connortsui20 removed this pull request from stack #10677 October 22, 2026 14:10

connortsui20 changed the base branch from ct/row-fn-cleanup/output-validity to develop October 22, 2026 14:10

connortsui20 force-pushed the ct/row-fn-cleanup/fused-execution branch from 178dcd8 to 5cbf00a Compare October 22, 2026 14:18

connortsui20 added the changelog/performance A performance improvement label Oct 22, 2026

connortsui20 mentioned this pull request Oct 22, 2026

Compare primitive values through the shared RowFn executor #10676

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connortsui20 added this pull request to stack #10697 October 22, 2026 15:13

connortsui20 mentioned this pull request Oct 22, 2026

Separate RowFn batch inspection from execution planning #10673

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connortsui20 added action/bench-sql Run SQL benchmarks without Vortex Compact on this PR action/bench-spatial Run only SpatialBench SQL benchmarks on this PR labels Oct 23, 2026

github-actions Bot removed the action/bench-sql Run SQL benchmarks without Vortex Compact on this PR label Oct 23, 2026

connortsui20 mentioned this pull request Oct 23, 2026

Pack float32 comparison results into bitmap words #10741

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robert3005 and others added 4 commits October 23, 2026 13:52

connortsui20 force-pushed the ct/row-fn-cleanup/fused-execution branch from 5cbf00a to 7c47d4b Compare October 23, 2026 17:53

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Plan and execute common RowFn batches in one dispatch - #10675

Plan and execute common RowFn batches in one dispatch#10675
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Merging this PR will degrade performance by 3.79%

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Polar Signals Profiling Results

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Benchmarks: FineWeb NVMe 📖

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Benchmarks: PolarSignals Profiling 📖

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Benchmarks: TPC-H SF=1 on NVME 📖

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Benchmarks: Clickbench on NVME 📖

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Benchmarks: TPC-H SF=10 on NVME 📖

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Benchmarks: TPC-DS SF=1 on NVME 📖

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Benchmarks: TPC-H SF=1 on S3 📖

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