Add ScalarFnVTable::execute_step for iterative scalar fn execution by joseph-isaacs · Pull Request #11100 · vortex-data/vortex

joseph-isaacs · 2026-11-02T14:57:39Z

Summary

ScalarFnArray execution is currently recursive: ScalarFn::execute passes unexecuted children to ScalarFnVTable::execute, and each function executes its inputs itself via child.execute::<X>(ctx). Deep trees of scalar functions therefore recurse instead of using the iterative executor's explicit stack.

This PR adds the hook needed to move scalar functions onto the iterative executor, one function at a time. It is the first step of a longer migration; not is moved over here as the first user.

Changes

ScalarFnVTable::execute_step (new, with a default): performs one step of execution and returns a ScalarFnExecutionResult. The default delegates to execute and wraps the result as done, so existing functions are unchanged.
ScalarFnExecutionResult: done(array) finishes, execute_input::<M>(idx) asks the scheduler to execute input idx until it matches M, mirroring ExecutionResult::execute_slot::<M> on the array side.
ScalarFn::execute (array vtable) now calls execute_step and maps ExecuteInput(idx, pred) to an ExecuteSlot on the same array. It errors if the requested input already matches, which would otherwise loop until the iteration limit.
Typed/erased plumbing: DynScalarFn and ScalarFnRef gain execute_step. The length and dtype result checks are shared between execute and execute_step, and an out-of-range input index is rejected.
executor.rs: adds pub(crate) ExecutionResult::execute_slot_until, which takes a runtime DonePredicate.
Not implements execute_step: it inverts a constant or Bool input, otherwise requests execute_input::<AnyColumnar>(0). execute shares the same helper.

execute is still required and still used by callers outside the array executor (for example the bloom filter scalar fn in vortex-layout), so a migrated function currently implements both methods.

Tested with a new not test that executes not(not(not(chunked))) to canonical. Note that a rewrite rule may push the chunked array below the not before execute_step runs, so the test checks the result but does not prove the ExecuteInput path was taken.

Checks run: cargo check -p vortex-array and cargo test -p vortex-array --lib scalar_fn::fns::not (6 passed). Not run: clippy, and fmt with the pinned nightly (not installed in the environment).

API Changes

Additive only: new ScalarFnVTable::execute_step method with a default implementation, new public ScalarFnExecutionResult and ScalarFnExecutionStep types, and new ScalarFnRef::execute_step. No existing signatures change.

Generated by Claude Code

Scalar functions can now return ScalarFnExecutionResult::execute_input::<M>(idx) to ask the scheduler to execute an input until it matches M, instead of executing it recursively. The default execute_step delegates to execute, so existing functions are unchanged. ScalarFnArray maps the request to an ExecuteSlot step, and Not is migrated as the first user. Co-Authored-By: Claude Opus 5.5 <[email protected]> Claude-Session: https://claude.ai/code/session_01UeniBCqoK7v3TPh3sV6qER Signed-off-by: Joe Isaacs <[email protected]>

codspeed · 2026-11-02T15:02:49Z

Merging this PR will degrade performance by 7.58%

1 warning

⚠️ Walltime results may be unreliable

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

Learn more about Macro Runners

See affected benchmarks

⚡ 3 improved benchmarks
❌ 3 regressed benchmarks
✅ 2312 untouched benchmarks

Warning

Please fix the performance issues or acknowledge them on CodSpeed.

Performance Changes

	Mode	Benchmark	`BASE`	`HEAD`	Efficiency
❌	Walltime	`mul_u64_nonnull_neon`	20.6 µs	39.3 µs	-47.59%
❌	CPU Simulation	`encode_primitives[u8, (2000, 4)]`	134.4 µs	162.8 µs	-17.44%
❌	CPU Simulation	`take_filter_primitive_small_uncached_random_mask_random_indices[4096, 10]`	21.5 µs	25 µs	-14.12%
⚡	CPU Simulation	`filter_powerlaw_by_random[10000]`	2 µs	1.4 µs	+38.24%
⚡	Walltime	`add_constant_shapes_neon[(32768, ConstantPerRow)]`	15.6 µs	14.2 µs	+10.24%
⚡	Walltime	`add_constant_shapes_neon[(32768, PerRowNullableConstant)]`	16.2 µs	14.8 µs	+10.05%

Tip

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

_{Comparing ji/laughing-knuth-rq5q8u (0c86a6c) with develop (3039ba1)}

Signed-off-by: Joe Isaacs <[email protected]>

github-actions · 2026-11-02T17:35:16Z

Polar Signals Profiling Results

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github-actions · 2026-11-02T17:36:49Z

Benchmarks: TPC-H SF=1 on NVME 📖

Commits: PR 2b9f46c3 vs base 921cb176
Verdict: No clear signal (low confidence)
Attributed Vortex impact: -0.5%
Engines: DataFusion No clear signal (-1.2%, low confidence) · DuckDB No clear signal (+0.2%, low confidence)
Vortex (geomean): hot 0.995x ➖ · cold 1.002x ➖
Parquet (geomean): hot 1.000x ➖ · cold 1.003x ➖
Shifts: Parquet (control) -0.0% · 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 (0.991x ➖, 1↑ 0↓)

name	hot ns (PR / base / %diff)	cold ns (PR / base / %diff)	hot/cold (PR / base / %diff)
tpch_q01/datafusion:vortex-file-compressed	15578818 / 15738912 / -1.0%	41783736 / 42069910 / -0.7%	0.37 / 0.37 / -0.3%
tpch_q02/datafusion:vortex-file-compressed	16470381 / 16852361 / -2.3%	34610690 / 36356522 / -4.8%	0.48 / 0.46 / +2.7%
tpch_q03/datafusion:vortex-file-compressed	19503190 / 19425312 / +0.4%	47930047 / 50395624 / -4.9%	0.41 / 0.39 / +5.6%
tpch_q04/datafusion:vortex-file-compressed	10157329 / 11376694 / -10.7% 🟢	31659919 / 33963484 / -6.8%	0.32 / 0.33 / -4.2%
tpch_q05/datafusion:vortex-file-compressed	36733769 / 36650222 / +0.2%	69739305 / 66313736 / +5.2%	0.53 / 0.55 / -4.7%
tpch_q06/datafusion:vortex-file-compressed	6084102 / 6187582 / -1.7%	27482974 / 27959061 / -1.7%	0.22 / 0.22 / +0.0%
tpch_q07/datafusion:vortex-file-compressed	51562351 / 52011824 / -0.9%	81214982 / 78530063 / +3.4%	0.63 / 0.66 / -4.1%
tpch_q08/datafusion:vortex-file-compressed	50916102 / 50624105 / +0.6%	78217273 / 74918224 / +4.4%	0.65 / 0.68 / -3.7%
tpch_q09/datafusion:vortex-file-compressed	47218223 / 47290968 / -0.2%	77707628 / 78495731 / -1.0%	0.61 / 0.60 / +0.9%
tpch_q10/datafusion:vortex-file-compressed	17347940 / 17136483 / +1.2%	49867506 / 51367493 / -2.9%	0.35 / 0.33 / +4.3%
tpch_q11/datafusion:vortex-file-compressed	14348249 / 14068857 / +2.0%	32839412 / 33923905 / -3.2%	0.44 / 0.41 / +5.4%
tpch_q12/datafusion:vortex-file-compressed	18196787 / 18490286 / -1.6%	43572798 / 45166638 / -3.5%	0.42 / 0.41 / +2.0%
tpch_q13/datafusion:vortex-file-compressed	19345986 / 19729625 / -1.9%	42823737 / 40610458 / +5.5%	0.45 / 0.49 / -7.0%
tpch_q14/datafusion:vortex-file-compressed	14661550 / 14322572 / +2.4%	38785257 / 38746057 / +0.1%	0.38 / 0.37 / +2.3%
tpch_q15/datafusion:vortex-file-compressed	18785516 / 18808111 / -0.1%	44505118 / 41069109 / +8.4%	0.42 / 0.46 / -7.8%
tpch_q16/datafusion:vortex-file-compressed	18209239 / 18505142 / -1.6%	37858812 / 38141392 / -0.7%	0.48 / 0.49 / -0.9%
tpch_q17/datafusion:vortex-file-compressed	28287070 / 28157629 / +0.5%	59435872 / 57978185 / +2.5%	0.48 / 0.49 / -2.0%
tpch_q18/datafusion:vortex-file-compressed	35371115 / 35660073 / -0.8%	58783482 / 57943275 / +1.5%	0.60 / 0.62 / -2.2%
tpch_q19/datafusion:vortex-file-compressed	11577393 / 12018918 / -3.7%	39639696 / 37746686 / +5.0%	0.29 / 0.32 / -8.3%
tpch_q20/datafusion:vortex-file-compressed	20165749 / 20421826 / -1.3%	45222072 / 45617533 / -0.9%	0.45 / 0.45 / -0.4%
tpch_q21/datafusion:vortex-file-compressed	39061977 / 39291515 / -0.6%	68540719 / 71403603 / -4.0%	0.57 / 0.55 / +3.6%
tpch_q22/datafusion:vortex-file-compressed	10723428 / 10555152 / +1.6%	30957020 / 30236061 / +2.4%	0.35 / 0.35 / -0.8%

datafusion / parquet / ns (1.003x ➖, 0↑ 0↓)

name	hot ns (PR / base / %diff)	cold ns (PR / base / %diff)	hot/cold (PR / base / %diff)
tpch_q01/datafusion:parquet	71817884 / 71710345 / +0.1%	89553791 / 92968141 / -3.7%	0.80 / 0.77 / +4.0%
tpch_q02/datafusion:parquet	76097135 / 75758155 / +0.4%	90615148 / 92307895 / -1.8%	0.84 / 0.82 / +2.3%
tpch_q03/datafusion:parquet	81589398 / 81375720 / +0.3%	103942149 / 103095664 / +0.8%	0.78 / 0.79 / -0.6%
tpch_q04/datafusion:parquet	39545505 / 39164462 / +1.0%	57754537 / 56938023 / +1.4%	0.68 / 0.69 / -0.5%
tpch_q05/datafusion:parquet	109820868 / 109786618 / +0.0%	136200326 / 136281761 / -0.1%	0.81 / 0.81 / +0.1%
tpch_q06/datafusion:parquet	31571200 / 31224443 / +1.1%	48454867 / 48770155 / -0.6%	0.65 / 0.64 / +1.8%
tpch_q07/datafusion:parquet	112454196 / 112733947 / -0.2%	138278191 / 137404062 / +0.6%	0.81 / 0.82 / -0.9%
tpch_q08/datafusion:parquet	116318951 / 116549664 / -0.2%	145860928 / 144530692 / +0.9%	0.80 / 0.81 / -1.1%
tpch_q09/datafusion:parquet	137439924 / 137713951 / -0.2%	169433380 / 165699671 / +2.3%	0.81 / 0.83 / -2.4%
tpch_q10/datafusion:parquet	104624830 / 103715613 / +0.9%	126417246 / 128489829 / -1.6%	0.83 / 0.81 / +2.5%
tpch_q11/datafusion:parquet	62947233 / 62293606 / +1.0%	83215605 / 83481997 / -0.3%	0.76 / 0.75 / +1.4%
tpch_q12/datafusion:parquet	63679166 / 63642490 / +0.1%	84854534 / 84364565 / +0.6%	0.75 / 0.75 / -0.5%
tpch_q13/datafusion:parquet	143665338 / 143966582 / -0.2%	161896725 / 163585012 / -1.0%	0.89 / 0.88 / +0.8%
tpch_q14/datafusion:parquet	47569127 / 47541650 / +0.1%	70084538 / 70023252 / +0.1%	0.68 / 0.68 / -0.0%
tpch_q15/datafusion:parquet	74186352 / 74678560 / -0.7%	93980614 / 94041270 / -0.1%	0.79 / 0.79 / -0.6%
tpch_q16/datafusion:parquet	43395581 / 43165755 / +0.5%	62515186 / 60338197 / +3.6%	0.69 / 0.72 / -3.0%
tpch_q17/datafusion:parquet	123089540 / 122875099 / +0.2%	146393929 / 146374969 / +0.0%	0.84 / 0.84 / +0.2%
tpch_q18/datafusion:parquet	120925508 / 120512251 / +0.3%	140596245 / 142886612 / -1.6%	0.86 / 0.84 / +2.0%
tpch_q19/datafusion:parquet	56496745 / 57712870 / -2.1%	81563982 / 82193634 / -0.8%	0.69 / 0.70 / -1.4%
tpch_q20/datafusion:parquet	78035715 / 76875882 / +1.5%	104787979 / 101258066 / +3.5%	0.74 / 0.76 / -1.9%
tpch_q21/datafusion:parquet	113308684 / 112986927 / +0.3%	140891449 / 136714547 / +3.1%	0.80 / 0.83 / -2.7%
tpch_q22/datafusion:parquet	52367619 / 51058753 / +2.6%	67477228 / 68662428 / -1.7%	0.78 / 0.74 / +4.4%

duckdb / vortex-file-compressed / ns (0.999x ➖, 0↑ 0↓)

name	hot ns (PR / base / %diff)	cold ns (PR / base / %diff)	hot/cold (PR / base / %diff)
tpch_q01/duckdb:vortex-file-compressed	9237835 / 8991769 / +2.7%	19644580 / 20975486 / -6.3%	0.47 / 0.43 / +9.7%
tpch_q02/duckdb:vortex-file-compressed	15370817 / 15209528 / +1.1%	25240362 / 24828742 / +1.7%	0.61 / 0.61 / -0.6%
tpch_q03/duckdb:vortex-file-compressed	18944137 / 18929853 / +0.1%	35028126 / 34341575 / +2.0%	0.54 / 0.55 / -1.9%
tpch_q04/duckdb:vortex-file-compressed	12527520 / 12406067 / +1.0%	27743697 / 26119549 / +6.2%	0.45 / 0.47 / -4.9%
tpch_q05/duckdb:vortex-file-compressed	20450467 / 20999961 / -2.6%	37601088 / 35447318 / +6.1%	0.54 / 0.59 / -8.2%
tpch_q06/duckdb:vortex-file-compressed	4550240 / 4651894 / -2.2%	14151023 / 14152338 / -0.0%	0.32 / 0.33 / -2.2%
tpch_q07/duckdb:vortex-file-compressed	24203939 / 24128516 / +0.3%	40134241 / 39760775 / +0.9%	0.60 / 0.61 / -0.6%
tpch_q08/duckdb:vortex-file-compressed	21049236 / 20793288 / +1.2%	37070615 / 36857745 / +0.6%	0.57 / 0.56 / +0.6%
tpch_q09/duckdb:vortex-file-compressed	22590257 / 21744489 / +3.9%	37366680 / 39907994 / -6.4%	0.60 / 0.54 / +11.0%
tpch_q10/duckdb:vortex-file-compressed	22225462 / 23134276 / -3.9%	40571262 / 39966823 / +1.5%	0.55 / 0.58 / -5.4%
tpch_q11/duckdb:vortex-file-compressed	8190065 / 8031966 / +2.0%	17171125 / 17436272 / -1.5%	0.48 / 0.46 / +3.5%
tpch_q12/duckdb:vortex-file-compressed	14898380 / 14765299 / +0.9%	26284364 / 26596559 / -1.2%	0.57 / 0.56 / +2.1%
tpch_q13/duckdb:vortex-file-compressed	19419756 / 19432608 / -0.1%	32341910 / 32108580 / +0.7%	0.60 / 0.61 / -0.8%
tpch_q14/duckdb:vortex-file-compressed	11257682 / 11295245 / -0.3%	24113751 / 23555801 / +2.4%	0.47 / 0.48 / -2.6%
tpch_q15/duckdb:vortex-file-compressed	8730521 / 8853961 / -1.4%	20344873 / 20376938 / -0.2%	0.43 / 0.43 / -1.2%
tpch_q16/duckdb:vortex-file-compressed	16637760 / 16667828 / -0.2%	23377359 / 23244503 / +0.6%	0.71 / 0.72 / -0.7%
tpch_q17/duckdb:vortex-file-compressed	12584711 / 12460153 / +1.0%	27244541 / 26996846 / +0.9%	0.46 / 0.46 / +0.1%
tpch_q18/duckdb:vortex-file-compressed	24027129 / 24513296 / -2.0%	34343526 / 35547157 / -3.4%	0.70 / 0.69 / +1.5%
tpch_q19/duckdb:vortex-file-compressed	11836849 / 11789629 / +0.4%	26818367 / 28094330 / -4.5%	0.44 / 0.42 / +5.2%
tpch_q20/duckdb:vortex-file-compressed	14001244 / 14411893 / -2.8%	31187266 / 29563694 / +5.5%	0.45 / 0.49 / -7.9%
tpch_q21/duckdb:vortex-file-compressed	37438986 / 37219281 / +0.6%	57272181 / 57352194 / -0.1%	0.65 / 0.65 / +0.7%
tpch_q22/duckdb:vortex-file-compressed	16726576 / 16985324 / -1.5%	26924333 / 25804817 / +4.3%	0.62 / 0.66 / -5.6%

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

name	hot ns (PR / base / %diff)	cold ns (PR / base / %diff)	hot/cold (PR / base / %diff)
tpch_q01/duckdb:parquet	47591266 / 47571340 / +0.0%	53985746 / 53892479 / +0.2%	0.88 / 0.88 / -0.1%
tpch_q02/duckdb:parquet	48326965 / 48321874 / +0.0%	55498343 / 55405570 / +0.2%	0.87 / 0.87 / -0.2%
tpch_q03/duckdb:parquet	60224123 / 60129460 / +0.2%	68761469 / 68090862 / +1.0%	0.88 / 0.88 / -0.8%
tpch_q04/duckdb:parquet	34638543 / 34672408 / -0.1%	42924539 / 42760196 / +0.4%	0.81 / 0.81 / -0.5%
tpch_q05/duckdb:parquet	67156313 / 67013585 / +0.2%	77985507 / 77207204 / +1.0%	0.86 / 0.87 / -0.8%
tpch_q06/duckdb:parquet	21638330 / 21841495 / -0.9%	27529932 / 26699923 / +3.1%	0.79 / 0.82 / -3.9%
tpch_q07/duckdb:parquet	63905216 / 63972142 / -0.1%	74471578 / 73376067 / +1.5%	0.86 / 0.87 / -1.6%
tpch_q08/duckdb:parquet	75648187 / 75508632 / +0.2%	86622763 / 86460214 / +0.2%	0.87 / 0.87 / -0.0%
tpch_q09/duckdb:parquet	107736361 / 107871516 / -0.1%	119118085 / 119126341 / -0.0%	0.90 / 0.91 / -0.1%
tpch_q10/duckdb:parquet	105663302 / 105832369 / -0.2%	118011060 / 117461660 / +0.5%	0.90 / 0.90 / -0.6%
tpch_q11/duckdb:parquet	29337723 / 29254041 / +0.3%	34934173 / 34601313 / +1.0%	0.84 / 0.85 / -0.7%
tpch_q12/duckdb:parquet	37136564 / 37256357 / -0.3%	44130636 / 44337646 / -0.5%	0.84 / 0.84 / +0.1%
tpch_q13/duckdb:parquet	174864069 / 174687224 / +0.1%	182457217 / 182211158 / +0.1%	0.96 / 0.96 / -0.0%
tpch_q14/duckdb:parquet	42391173 / 42401482 / -0.0%	51370868 / 50665787 / +1.4%	0.83 / 0.84 / -1.4%
tpch_q15/duckdb:parquet	32596934 / 32717823 / -0.4%	40738698 / 40804713 / -0.2%	0.80 / 0.80 / -0.2%
tpch_q16/duckdb:parquet	47068705 / 47193433 / -0.3%	51972082 / 52652933 / -1.3%	0.91 / 0.90 / +1.0%
tpch_q17/duckdb:parquet	47770432 / 47853045 / -0.2%	56550051 / 56495049 / +0.1%	0.84 / 0.85 / -0.3%
tpch_q18/duckdb:parquet	73899076 / 74003444 / -0.1%	81529553 / 80721795 / +1.0%	0.91 / 0.92 / -1.1%
tpch_q19/duckdb:parquet	48372315 / 50978064 / -5.1%	55242715 / 56427788 / -2.1%	0.88 / 0.90 / -3.1%
tpch_q20/duckdb:parquet	63366889 / 63370049 / -0.0%	74304150 / 73648530 / +0.9%	0.85 / 0.86 / -0.9%
tpch_q21/duckdb:parquet	106176457 / 106445997 / -0.3%	116342305 / 114973561 / +1.2%	0.91 / 0.93 / -1.4%
tpch_q22/duckdb:parquet	50372325 / 50397102 / -0.0%	58489213 / 58184603 / +0.5%	0.86 / 0.87 / -0.6%

github-actions · 2026-11-02T17:38:15Z

Benchmarks: TPC-H SF=10 on NVME 📖

Commits: PR 2b9f46c3 vs base 921cb176
Verdict: No clear signal (low confidence)
Attributed Vortex impact: -0.3%
Engines: DataFusion No clear signal (-0.6%, low confidence) · DuckDB No clear signal (-0.0%, low confidence)
Vortex (geomean): hot 0.998x ➖ · cold 1.034x ➖
Parquet (geomean): hot 1.001x ➖ · cold 1.005x ➖
Shifts: Parquet (control) +0.1% · Median polish +0.2%

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 (0.993x ➖, 0↑ 0↓)

name	hot ns (PR / base / %diff)	cold ns (PR / base / %diff)	hot/cold (PR / base / %diff)
tpch_q01/datafusion:vortex-file-compressed	93031449 / 92791653 / +0.3%	152732204 / 148889949 / +2.6%	0.61 / 0.62 / -2.3%
tpch_q02/datafusion:vortex-file-compressed	65217796 / 64091084 / +1.8%	96350313 / 97573324 / -1.3%	0.68 / 0.66 / +3.0%
tpch_q03/datafusion:vortex-file-compressed	63706466 / 63454431 / +0.4%	115603073 / 111897456 / +3.3%	0.55 / 0.57 / -2.8%
tpch_q04/datafusion:vortex-file-compressed	33966218 / 34302926 / -1.0%	75974419 / 69551224 / +9.2%	0.45 / 0.49 / -9.4%
tpch_q05/datafusion:vortex-file-compressed	120078369 / 116737774 / +2.9%	171888893 / 175438741 / -2.0%	0.70 / 0.67 / +5.0%
tpch_q06/datafusion:vortex-file-compressed	10513991 / 10459836 / +0.5%	58390770 / 60866359 / -4.1%	0.18 / 0.17 / +4.8%
tpch_q07/datafusion:vortex-file-compressed	134389920 / 135164614 / -0.6%	195035550 / 184026854 / +6.0%	0.69 / 0.73 / -6.2%
tpch_q08/datafusion:vortex-file-compressed	141768675 / 143542040 / -1.2%	209395726 / 222254887 / -5.8%	0.68 / 0.65 / +4.8%
tpch_q09/datafusion:vortex-file-compressed	183888610 / 183746593 / +0.1%	260766776 / 257230424 / +1.4%	0.71 / 0.71 / -1.3%
tpch_q10/datafusion:vortex-file-compressed	69356222 / 69721972 / -0.5%	131435842 / 135186553 / -2.8%	0.53 / 0.52 / +2.3%
tpch_q11/datafusion:vortex-file-compressed	42915768 / 43172400 / -0.6%	69386049 / 67244345 / +3.2%	0.62 / 0.64 / -3.7%
tpch_q12/datafusion:vortex-file-compressed	34866540 / 34679671 / +0.5%	79376391 / 77734978 / +2.1%	0.44 / 0.45 / -1.5%
tpch_q13/datafusion:vortex-file-compressed	48560259 / 48541770 / +0.0%	88218684 / 83821289 / +5.2%	0.55 / 0.58 / -4.9%
tpch_q14/datafusion:vortex-file-compressed	20302769 / 21144425 / -4.0%	88906024 / 83241115 / +6.8%	0.23 / 0.25 / -10.1%
tpch_q15/datafusion:vortex-file-compressed	33453033 / 34131073 / -2.0%	89271282 / 89467852 / -0.2%	0.37 / 0.38 / -1.8%
tpch_q16/datafusion:vortex-file-compressed	36945439 / 37267927 / -0.9%	69680731 / 66348746 / +5.0%	0.53 / 0.56 / -5.6%
tpch_q17/datafusion:vortex-file-compressed	175633836 / 177892155 / -1.3%	220378854 / 233109039 / -5.5%	0.80 / 0.76 / +4.4%
tpch_q18/datafusion:vortex-file-compressed	206408426 / 204004477 / +1.2%	272745145 / 268684505 / +1.5%	0.76 / 0.76 / -0.3%
tpch_q19/datafusion:vortex-file-compressed	29364172 / 31184925 / -5.8%	86911069 / 91884040 / -5.4%	0.34 / 0.34 / -0.5%
tpch_q20/datafusion:vortex-file-compressed	60162654 / 60439810 / -0.5%	119854348 / 117851010 / +1.7%	0.50 / 0.51 / -2.1%
tpch_q21/datafusion:vortex-file-compressed	178302684 / 182462997 / -2.3%	240564921 / 246928658 / -2.6%	0.74 / 0.74 / +0.3%
tpch_q22/datafusion:vortex-file-compressed	24913492 / 25244663 / -1.3%	52869454 / 52226524 / +1.2%	0.47 / 0.48 / -2.5%

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

name	hot ns (PR / base / %diff)	cold ns (PR / base / %diff)	hot/cold (PR / base / %diff)
tpch_q01/datafusion:parquet	86938445 / 87404628 / -0.5%	123481319 / 127694073 / -3.3%	0.70 / 0.68 / +2.9%
tpch_q02/datafusion:parquet	173959782 / 173004361 / +0.6%	201625351 / 195564121 / +3.1%	0.86 / 0.88 / -2.5%
tpch_q03/datafusion:parquet	135658514 / 134945811 / +0.5%	182985185 / 181562739 / +0.8%	0.74 / 0.74 / -0.3%
tpch_q04/datafusion:parquet	57078317 / 57125825 / -0.1%	89819300 / 93340318 / -3.8%	0.64 / 0.61 / +3.8%
tpch_q05/datafusion:parquet	166222065 / 167042750 / -0.5%	215417961 / 222810338 / -3.3%	0.77 / 0.75 / +2.9%
tpch_q06/datafusion:parquet	36272277 / 36519258 / -0.7%	74011882 / 76385476 / -3.1%	0.49 / 0.48 / +2.5%
tpch_q07/datafusion:parquet	214261898 / 217286303 / -1.4%	275415656 / 279377438 / -1.4%	0.78 / 0.78 / +0.0%
tpch_q08/datafusion:parquet	218596834 / 217728852 / +0.4%	283127221 / 288341914 / -1.8%	0.77 / 0.76 / +2.2%
tpch_q09/datafusion:parquet	308622794 / 308178598 / +0.1%	369716403 / 370717884 / -0.3%	0.83 / 0.83 / +0.4%
tpch_q10/datafusion:parquet	312001529 / 310781598 / +0.4%	367970524 / 368645685 / -0.2%	0.85 / 0.84 / +0.6%
tpch_q11/datafusion:parquet	127338918 / 126545327 / +0.6%	151978080 / 149802932 / +1.5%	0.84 / 0.84 / -0.8%
tpch_q12/datafusion:parquet	82433661 / 82226436 / +0.3%	120527321 / 117085292 / +2.9%	0.68 / 0.70 / -2.6%
tpch_q13/datafusion:parquet	211023103 / 210430615 / +0.3%	243135270 / 237288276 / +2.5%	0.87 / 0.89 / -2.1%
tpch_q14/datafusion:parquet	85654396 / 86272296 / -0.7%	197221791 / 189251665 / +4.2%	0.43 / 0.46 / -4.7%
tpch_q15/datafusion:parquet	105133218 / 105582425 / -0.4%	153605852 / 152923491 / +0.4%	0.68 / 0.69 / -0.9%
tpch_q16/datafusion:parquet	96500651 / 95442632 / +1.1%	120925519 / 118870566 / +1.7%	0.80 / 0.80 / -0.6%
tpch_q17/datafusion:parquet	217921576 / 216686705 / +0.6%	262191233 / 259872899 / +0.9%	0.83 / 0.83 / -0.3%
tpch_q18/datafusion:parquet	268076134 / 269139560 / -0.4%	309460920 / 305240462 / +1.4%	0.87 / 0.88 / -1.8%
tpch_q19/datafusion:parquet	107658654 / 108852487 / -1.1%	164873009 / 162446433 / +1.5%	0.65 / 0.67 / -2.6%
tpch_q20/datafusion:parquet	185703710 / 186574889 / -0.5%	246279676 / 236634710 / +4.1%	0.75 / 0.79 / -4.4%
tpch_q21/datafusion:parquet	243833986 / 244493941 / -0.3%	301341468 / 307082029 / -1.9%	0.81 / 0.80 / +1.6%
tpch_q22/datafusion:parquet	149691539 / 149975990 / -0.2%	173701865 / 173707623 / -0.0%	0.86 / 0.86 / -0.2%

duckdb / vortex-file-compressed / ns (1.003x ➖, 0↑ 0↓)

name	hot ns (PR / base / %diff)	cold ns (PR / base / %diff)	hot/cold (PR / base / %diff)
tpch_q01/duckdb:vortex-file-compressed	33546455 / 33573870 / -0.1%	69790015 / 62096119 / +12.4% 🔴	0.48 / 0.54 / -11.1%
tpch_q02/duckdb:vortex-file-compressed	29133900 / 28340774 / +2.8%	42172950 / 43141882 / -2.2%	0.69 / 0.66 / +5.2%
tpch_q03/duckdb:vortex-file-compressed	53000867 / 53220020 / -0.4%	103472504 / 95951232 / +7.8%	0.51 / 0.55 / -7.7%
tpch_q04/duckdb:vortex-file-compressed	51720009 / 52197870 / -0.9%	89032545 / 82650782 / +7.7%	0.58 / 0.63 / -8.0%
tpch_q05/duckdb:vortex-file-compressed	68334731 / 68884127 / -0.8%	110767786 / 105768805 / +4.7%	0.62 / 0.65 / -5.3%
tpch_q06/duckdb:vortex-file-compressed	15531030 / 15621843 / -0.6%	51668017 / 46140974 / +12.0% 🔴	0.30 / 0.34 / -11.2%
tpch_q07/duckdb:vortex-file-compressed	55589032 / 54971780 / +1.1%	109669637 / 102297448 / +7.2%	0.51 / 0.54 / -5.7%
tpch_q08/duckdb:vortex-file-compressed	88834003 / 88082115 / +0.9%	135246225 / 126777485 / +6.7%	0.66 / 0.69 / -5.5%
tpch_q09/duckdb:vortex-file-compressed	102462026 / 101872441 / +0.6%	155188210 / 150201439 / +3.3%	0.66 / 0.68 / -2.7%
tpch_q10/duckdb:vortex-file-compressed	96378238 / 95774445 / +0.6%	148577234 / 138582497 / +7.2%	0.65 / 0.69 / -6.1%
tpch_q11/duckdb:vortex-file-compressed	13265691 / 12916922 / +2.7%	28666618 / 27835274 / +3.0%	0.46 / 0.46 / -0.3%
tpch_q12/duckdb:vortex-file-compressed	45216041 / 45236904 / -0.0%	81699429 / 75540843 / +8.2%	0.55 / 0.60 / -7.6%
tpch_q13/duckdb:vortex-file-compressed	71252692 / 71085465 / +0.2%	102622844 / 95602412 / +7.3%	0.69 / 0.74 / -6.6%
tpch_q14/duckdb:vortex-file-compressed	28685289 / 28593872 / +0.3%	70663499 / 67485445 / +4.7%	0.41 / 0.42 / -4.2%
tpch_q15/duckdb:vortex-file-compressed	24785108 / 24951460 / -0.7%	63215785 / 56788269 / +11.3% 🔴	0.39 / 0.44 / -10.8%
tpch_q16/duckdb:vortex-file-compressed	48064452 / 48914686 / -1.7%	58380231 / 58030321 / +0.6%	0.82 / 0.84 / -2.3%
tpch_q17/duckdb:vortex-file-compressed	35703194 / 35013516 / +2.0%	69228800 / 64937274 / +6.6%	0.52 / 0.54 / -4.4%
tpch_q18/duckdb:vortex-file-compressed	106552076 / 103387715 / +3.1%	125198540 / 121566571 / +3.0%	0.85 / 0.85 / +0.1%
tpch_q19/duckdb:vortex-file-compressed	27541118 / 27405122 / +0.5%	76766650 / 73902858 / +3.9%	0.36 / 0.37 / -3.3%
tpch_q20/duckdb:vortex-file-compressed	42376551 / 42550965 / -0.4%	93802691 / 88211832 / +6.3%	0.45 / 0.48 / -6.3%
tpch_q21/duckdb:vortex-file-compressed	93124225 / 94246568 / -1.2%	153457317 / 139937929 / +9.7%	0.61 / 0.67 / -9.9%
tpch_q22/duckdb:vortex-file-compressed	32934307 / 33310438 / -1.1%	48966513 / 47280342 / +3.6%	0.67 / 0.70 / -4.5%

duckdb / parquet / ns (1.003x ➖, 0↑ 0↓)

name	hot ns (PR / base / %diff)	cold ns (PR / base / %diff)	hot/cold (PR / base / %diff)
tpch_q01/duckdb:parquet	67673454 / 67637177 / +0.1%	87935667 / 85229088 / +3.2%	0.77 / 0.79 / -3.0%
tpch_q02/duckdb:parquet	86450880 / 86785972 / -0.4%	97153573 / 98023594 / -0.9%	0.89 / 0.89 / +0.5%
tpch_q03/duckdb:parquet	110428870 / 110069714 / +0.3%	139691810 / 141627941 / -1.4%	0.79 / 0.78 / +1.7%
tpch_q04/duckdb:parquet	76419586 / 76511752 / -0.1%	99297988 / 97005380 / +2.4%	0.77 / 0.79 / -2.4%
tpch_q05/duckdb:parquet	124554819 / 121680321 / +2.4%	173312221 / 156437013 / +10.8% 🔴	0.72 / 0.78 / -7.6%
tpch_q06/duckdb:parquet	35445273 / 35337798 / +0.3%	57303078 / 57193896 / +0.2%	0.62 / 0.62 / +0.1%
tpch_q07/duckdb:parquet	117422589 / 116757780 / +0.6%	153052049 / 155675108 / -1.7%	0.77 / 0.75 / +2.3%
tpch_q08/duckdb:parquet	148106539 / 147343032 / +0.5%	188227286 / 189040347 / -0.4%	0.79 / 0.78 / +1.0%
tpch_q09/duckdb:parquet	236901250 / 235104742 / +0.8%	280213273 / 276265740 / +1.4%	0.85 / 0.85 / -0.7%
tpch_q10/duckdb:parquet	311724418 / 313925398 / -0.7%	339609996 / 335068598 / +1.4%	0.92 / 0.94 / -2.0%
tpch_q11/duckdb:parquet	43526827 / 43464779 / +0.1%	50582532 / 50596734 / -0.0%	0.86 / 0.86 / +0.2%
tpch_q12/duckdb:parquet	70329767 / 70610158 / -0.4%	91049477 / 87976776 / +3.5%	0.77 / 0.80 / -3.8%
tpch_q13/duckdb:parquet	291519507 / 292113775 / -0.2%	305616573 / 307671178 / -0.7%	0.95 / 0.95 / +0.5%
tpch_q14/duckdb:parquet	100808025 / 101026489 / -0.2%	133874721 / 136607944 / -2.0%	0.75 / 0.74 / +1.8%
tpch_q15/duckdb:parquet	57243852 / 57260360 / -0.0%	86980729 / 85871167 / +1.3%	0.66 / 0.67 / -1.3%
tpch_q16/duckdb:parquet	100115127 / 100024319 / +0.1%	106938180 / 107139512 / -0.2%	0.94 / 0.93 / +0.3%
tpch_q17/duckdb:parquet	82405949 / 81917396 / +0.6%	112347571 / 110239827 / +1.9%	0.73 / 0.74 / -1.3%
tpch_q18/duckdb:parquet	157533154 / 156895927 / +0.4%	173630496 / 170032975 / +2.1%	0.91 / 0.92 / -1.7%
tpch_q19/duckdb:parquet	99244376 / 96816804 / +2.5%	132107182 / 135005214 / -2.1%	0.75 / 0.72 / +4.8%
tpch_q20/duckdb:parquet	147312292 / 147229629 / +0.1%	182263315 / 182091152 / +0.1%	0.81 / 0.81 / -0.0%
tpch_q21/duckdb:parquet	256110138 / 254815989 / +0.5%	271143164 / 278124614 / -2.5%	0.94 / 0.92 / +3.1%
tpch_q22/duckdb:parquet	167952478 / 168511523 / -0.3%	180490009 / 178976489 / +0.8%	0.93 / 0.94 / -1.2%

github-actions · 2026-11-02T17:38:29Z

Benchmarks: PolarSignals Profiling 📖

Commits: PR 2b9f46c3 vs base 921cb176
Vortex (geomean): hot 1.019x ➖ · cold 1.040x ➖

datafusion / vortex-file-compressed / ns (1.019x ➖, 0↑ 1↓)

name	hot ns (PR / base / %diff)	cold ns (PR / base / %diff)	hot/cold (PR / base / %diff)
polarsignals_q00/datafusion:vortex-file-compressed	43901750 / 43832810 / +0.2%	83998817 / 81770389 / +2.7%	0.52 / 0.54 / -2.5%
polarsignals_q01/datafusion:vortex-file-compressed	52595627 / 53466330 / -1.6%	109354895 / 107039916 / +2.2%	0.48 / 0.50 / -3.7%
polarsignals_q02/datafusion:vortex-file-compressed	11964120 / 12057343 / -0.8%	46531928 / 43961004 / +5.8%	0.26 / 0.27 / -6.3%
polarsignals_q03/datafusion:vortex-file-compressed	72027372 / 55838928 / +29.0% 🔴	112089783 / 109663475 / +2.2%	0.64 / 0.51 / +26.2%
polarsignals_q04/datafusion:vortex-file-compressed	9319298 / 9117363 / +2.2%	39177509 / 36723225 / +6.7%	0.24 / 0.25 / -4.2%
polarsignals_q05/datafusion:vortex-file-compressed	12129599 / 11641117 / +4.2%	42479550 / 40432061 / +5.1%	0.29 / 0.29 / -0.8%
polarsignals_q06/datafusion:vortex-file-compressed	22910196 / 22794271 / +0.5%	51942586 / 50341751 / +3.2%	0.44 / 0.45 / -2.6%
polarsignals_q07/datafusion:vortex-file-compressed	10483439 / 10639037 / -1.5%	41282014 / 38604070 / +6.9%	0.25 / 0.28 / -7.9%
polarsignals_q08/datafusion:vortex-file-compressed	97648151 / 104016846 / -6.1%	152768747 / 152617038 / +0.1%	0.64 / 0.68 / -6.2%
polarsignals_q09/datafusion:vortex-file-compressed	10031585 / 10350698 / -3.1%	38494573 / 36545575 / +5.3%	0.26 / 0.28 / -8.0%

github-actions · 2026-11-02T17:39:16Z

Benchmarks: FineWeb NVMe 📖

Commits: PR 2b9f46c3 vs base 921cb176
Verdict: No clear signal (low confidence)
Attributed Vortex impact: +0.6%
Engines: DataFusion No clear signal (+2.0%, low confidence) · DuckDB No clear signal (-0.8%, low confidence)
Vortex (geomean): hot 1.008x ➖ · cold 0.993x ➖
Parquet (geomean): hot 1.002x ➖ · cold 0.999x ➖
Shifts: Parquet (control) +0.2% · Median polish +0.6%

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 (1.023x ➖, 0↑ 1↓)

name	hot ns (PR / base / %diff)	cold ns (PR / base / %diff)	hot/cold (PR / base / %diff)
fineweb_q00/datafusion:vortex-file-compressed	6202506 / 5972750 / +3.8%	19965761 / 21969304 / -9.1%	0.31 / 0.27 / +14.3%
fineweb_q01/datafusion:vortex-file-compressed	10066332 / 9099252 / +10.6% 🔴	40931687 / 39422855 / +3.8%	0.25 / 0.23 / +6.6%
fineweb_q02/datafusion:vortex-file-compressed	11118477 / 11292286 / -1.5%	44000761 / 43692994 / +0.7%	0.25 / 0.26 / -2.2%
fineweb_q03/datafusion:vortex-file-compressed	17494191 / 18000648 / -2.8%	106977992 / 107237218 / -0.2%	0.16 / 0.17 / -2.6%
fineweb_q04/datafusion:vortex-file-compressed	64670524 / 65007666 / -0.5%	141599206 / 151989610 / -6.8%	0.46 / 0.43 / +6.8%
fineweb_q05/datafusion:vortex-file-compressed	65019353 / 62586984 / +3.9%	143488663 / 137728827 / +4.2%	0.45 / 0.45 / -0.3%
fineweb_q06/datafusion:vortex-file-compressed	17207124 / 17408736 / -1.2%	103715420 / 102404192 / +1.3%	0.17 / 0.17 / -2.4%
fineweb_q07/datafusion:vortex-file-compressed	18053538 / 17857820 / +1.1%	107846194 / 103707606 / +4.0%	0.17 / 0.17 / -2.8%
fineweb_q08/datafusion:vortex-file-compressed	11706140 / 10832567 / +8.1%	33553381 / 29085893 / +15.4% 🔴	0.35 / 0.37 / -6.3%

datafusion / parquet / ns (1.003x ➖, 0↑ 0↓)

name	hot ns (PR / base / %diff)	cold ns (PR / base / %diff)	hot/cold (PR / base / %diff)
fineweb_q00/datafusion:parquet	9739984 / 9427173 / +3.3%	34617340 / 33617251 / +3.0%	0.28 / 0.28 / +0.3%
fineweb_q01/datafusion:parquet	75269028 / 73804143 / +2.0%	148356416 / 152962726 / -3.0%	0.51 / 0.48 / +5.2%
fineweb_q02/datafusion:parquet	74253071 / 75066205 / -1.1%	147239079 / 155499098 / -5.3%	0.50 / 0.48 / +4.5%
fineweb_q03/datafusion:parquet	74438291 / 74198550 / +0.3%	154941238 / 150447651 / +3.0%	0.48 / 0.49 / -2.6%
fineweb_q04/datafusion:parquet	82689731 / 82510748 / +0.2%	151579202 / 148864292 / +1.8%	0.55 / 0.55 / -1.6%
fineweb_q05/datafusion:parquet	80641047 / 81896022 / -1.5%	144953118 / 151388307 / -4.3%	0.56 / 0.54 / +2.8%
fineweb_q06/datafusion:parquet	74736968 / 74376477 / +0.5%	158259389 / 158351693 / -0.1%	0.47 / 0.47 / +0.5%
fineweb_q07/datafusion:parquet	74529377 / 74704430 / -0.2%	153536003 / 146994671 / +4.5%	0.49 / 0.51 / -4.5%
fineweb_q08/datafusion:parquet	74552220 / 75372188 / -1.1%	147710096 / 153022458 / -3.5%	0.50 / 0.49 / +2.5%

duckdb / vortex-file-compressed / ns (0.994x ➖, 0↑ 0↓)

name	hot ns (PR / base / %diff)	cold ns (PR / base / %diff)	hot/cold (PR / base / %diff)
fineweb_q00/duckdb:vortex-file-compressed	2063870 / 2145196 / -3.8%	7151511 / 8220944 / -13.0% 🟢	0.29 / 0.26 / +10.6%
fineweb_q01/duckdb:vortex-file-compressed	7998614 / 8105138 / -1.3%	27941210 / 28500308 / -2.0%	0.29 / 0.28 / +0.7%
fineweb_q02/duckdb:vortex-file-compressed	9419019 / 9169905 / +2.7%	28655215 / 28938814 / -1.0%	0.33 / 0.32 / +3.7%
fineweb_q03/duckdb:vortex-file-compressed	19230725 / 19011583 / +1.2%	98819727 / 97917638 / +0.9%	0.19 / 0.19 / +0.2%
fineweb_q04/duckdb:vortex-file-compressed	66003479 / 65311324 / +1.1%	110160563 / 112614587 / -2.2%	0.60 / 0.58 / +3.3%
fineweb_q05/duckdb:vortex-file-compressed	65309475 / 64813469 / +0.8%	107275019 / 109290572 / -1.8%	0.61 / 0.59 / +2.7%
fineweb_q06/duckdb:vortex-file-compressed	18372108 / 18562532 / -1.0%	97611672 / 97405840 / +0.2%	0.19 / 0.19 / -1.2%
fineweb_q07/duckdb:vortex-file-compressed	18320652 / 18276497 / +0.2%	96771747 / 96936788 / -0.2%	0.19 / 0.19 / +0.4%
fineweb_q08/duckdb:vortex-file-compressed	4494544 / 4737828 / -5.1%	12820368 / 13250330 / -3.2%	0.35 / 0.36 / -2.0%

duckdb / parquet / ns (1.002x ➖, 0↑ 0↓)

name	hot ns (PR / base / %diff)	cold ns (PR / base / %diff)	hot/cold (PR / base / %diff)
fineweb_q00/duckdb:parquet	23641383 / 24058682 / -1.7%	28060529 / 28099229 / -0.1%	0.84 / 0.86 / -1.6%
fineweb_q01/duckdb:parquet	56417584 / 54600306 / +3.3%	76845912 / 72869252 / +5.5%	0.73 / 0.75 / -2.0%
fineweb_q02/duckdb:parquet	57482152 / 59632391 / -3.6%	74000476 / 74813095 / -1.1%	0.78 / 0.80 / -2.5%
fineweb_q03/duckdb:parquet	119107892 / 118523690 / +0.5%	173221542 / 179197617 / -3.3%	0.69 / 0.66 / +4.0%
fineweb_q04/duckdb:parquet	163317961 / 160782338 / +1.6%	203457030 / 201931045 / +0.8%	0.80 / 0.80 / +0.8%
fineweb_q05/duckdb:parquet	158263384 / 157952074 / +0.2%	199684675 / 198498011 / +0.6%	0.79 / 0.80 / -0.4%
fineweb_q06/duckdb:parquet	88203228 / 88357958 / -0.2%	149155417 / 148524702 / +0.4%	0.59 / 0.59 / -0.6%
fineweb_q07/duckdb:parquet	90898493 / 89781739 / +1.2%	147165734 / 146056150 / +0.8%	0.62 / 0.61 / +0.5%
fineweb_q08/duckdb:parquet	29095536 / 29021402 / +0.3%	30213613 / 30181894 / +0.1%	0.96 / 0.96 / +0.2%

github-actions · 2026-11-02T17:42:09Z

Benchmarks: TPC-H SF=1 on S3 📖

Commits: PR 2b9f46c3 vs base 921cb176
Verdict: No clear signal (environment too noisy confidence)
Attributed Vortex impact: -4.5%
Engines: DataFusion No clear signal (+1.0%, environment too noisy confidence) · DuckDB No clear signal (-9.6%, environment too noisy confidence)
Vortex (geomean): hot 1.030x ➖ · cold 0.974x ➖
Parquet (geomean): hot 1.079x ➖ · cold 1.093x ➖
Shifts: Parquet (control) +7.9% · Median polish +8.3%

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 (1.067x ➖, 1↑ 4↓)

name	hot ns (PR / base / %diff)	cold ns (PR / base / %diff)	hot/cold (PR / base / %diff)
tpch_q01/datafusion:vortex-file-compressed	253260481 / 216543276 / +17.0%	826174347 / 728925977 / +13.3%	0.31 / 0.30 / +3.2%
tpch_q02/datafusion:vortex-file-compressed	319305113 / 318003563 / +0.4%	537883194 / 634371252 / -15.2%	0.59 / 0.50 / +18.4%
tpch_q03/datafusion:vortex-file-compressed	440885407 / 346750057 / +27.1%	852309388 / 988248676 / -13.8%	0.52 / 0.35 / +47.4%
tpch_q04/datafusion:vortex-file-compressed	190863338 / 194460872 / -1.9%	516078737 / 417155046 / +23.7%	0.37 / 0.47 / -20.7%
tpch_q05/datafusion:vortex-file-compressed	400393406 / 383756534 / +4.3%	584459849 / 744127596 / -21.5%	0.69 / 0.52 / +32.8%
tpch_q06/datafusion:vortex-file-compressed	227256441 / 136021683 / +67.1% 🔴	505413313 / 298356554 / +69.4% 🔴	0.45 / 0.46 / -1.4%
tpch_q07/datafusion:vortex-file-compressed	469530502 / 412696373 / +13.8%	669735027 / 678378392 / -1.3%	0.70 / 0.61 / +15.2%
tpch_q08/datafusion:vortex-file-compressed	456014311 / 1327390019 / -65.6% 🟢	576505132 / 2044990914 / -71.8% 🟢	0.79 / 0.65 / +21.9%
tpch_q09/datafusion:vortex-file-compressed	289162057 / 273785126 / +5.6%	643022428 / 486051782 / +32.3% 🔴	0.45 / 0.56 / -20.2%
tpch_q10/datafusion:vortex-file-compressed	429771189 / 354475377 / +21.2%	514319340 / 527440587 / -2.5%	0.84 / 0.67 / +24.3%
tpch_q11/datafusion:vortex-file-compressed	249025357 / 267285906 / -6.8%	391247880 / 502187897 / -22.1%	0.64 / 0.53 / +19.6%
tpch_q12/datafusion:vortex-file-compressed	202899123 / 248320393 / -18.3%	429342935 / 384410051 / +11.7%	0.47 / 0.65 / -26.8%
tpch_q13/datafusion:vortex-file-compressed	122873845 / 137348438 / -10.5%	402497195 / 309443440 / +30.1% 🔴	0.31 / 0.44 / -31.2%
tpch_q14/datafusion:vortex-file-compressed	231846254 / 166349029 / +39.4% 🔴	361115900 / 342916073 / +5.3%	0.64 / 0.49 / +32.3%
tpch_q15/datafusion:vortex-file-compressed	373953399 / 294047709 / +27.2%	563393729 / 515819856 / +9.2%	0.66 / 0.57 / +16.4%
tpch_q16/datafusion:vortex-file-compressed	140943447 / 136134845 / +3.5%	474287491 / 310323322 / +52.8% 🔴	0.30 / 0.44 / -32.3%
tpch_q17/datafusion:vortex-file-compressed	353471193 / 224460570 / +57.5% 🔴	433870883 / 436619468 / -0.6%	0.81 / 0.51 / +58.5%
tpch_q18/datafusion:vortex-file-compressed	289981246 / 238833768 / +21.4%	473355695 / 451639314 / +4.8%	0.61 / 0.53 / +15.8%
tpch_q19/datafusion:vortex-file-compressed	281749433 / 275041483 / +2.4%	382014165 / 450820190 / -15.3%	0.74 / 0.61 / +20.9%
tpch_q20/datafusion:vortex-file-compressed	281003690 / 298493705 / -5.9%	432071274 / 441337864 / -2.1%	0.65 / 0.68 / -3.8%
tpch_q21/datafusion:vortex-file-compressed	782542290 / 504123891 / +55.2% 🔴	806788837 / 735000646 / +9.8%	0.97 / 0.69 / +41.4%
tpch_q22/datafusion:vortex-file-compressed	161274902 / 178761293 / -9.8%	410386333 / 409202557 / +0.3%	0.39 / 0.44 / -10.0%

datafusion / parquet / ns (1.056x ➖, 0↑ 1↓)

name	hot ns (PR / base / %diff)	cold ns (PR / base / %diff)	hot/cold (PR / base / %diff)
tpch_q01/datafusion:parquet	182171227 / 147811902 / +23.2%	548741651 / 380732467 / +44.1% 🔴	0.33 / 0.39 / -14.5%
tpch_q02/datafusion:parquet	285975036 / 279450959 / +2.3%	537663068 / 495158152 / +8.6%	0.53 / 0.56 / -5.8%
tpch_q03/datafusion:parquet	245952219 / 236885031 / +3.8%	688745276 / 680195771 / +1.3%	0.36 / 0.35 / +2.5%
tpch_q04/datafusion:parquet	137218667 / 148742809 / -7.7%	309431849 / 310295670 / -0.3%	0.44 / 0.48 / -7.5%
tpch_q05/datafusion:parquet	356434155 / 404504242 / -11.9%	486985885 / 667658714 / -27.1%	0.73 / 0.61 / +20.8%
tpch_q06/datafusion:parquet	116504087 / 105599604 / +10.3%	221878457 / 239683872 / -7.4%	0.53 / 0.44 / +19.2%
tpch_q07/datafusion:parquet	351708655 / 344417139 / +2.1%	487515650 / 468515539 / +4.1%	0.72 / 0.74 / -1.9%
tpch_q08/datafusion:parquet	446407406 / 386846009 / +15.4%	569803108 / 495176870 / +15.1%	0.78 / 0.78 / +0.3%
tpch_q09/datafusion:parquet	387961110 / 523347478 / -25.9%	551088486 / 673333814 / -18.2%	0.70 / 0.78 / -9.4%
tpch_q10/datafusion:parquet	323615261 / 297334432 / +8.8%	442359896 / 455916036 / -3.0%	0.73 / 0.65 / +12.2%
tpch_q11/datafusion:parquet	280076857 / 260288580 / +7.6%	349689563 / 385528857 / -9.3%	0.80 / 0.68 / +18.6%
tpch_q12/datafusion:parquet	173774118 / 153214220 / +13.4%	350319328 / 357519680 / -2.0%	0.50 / 0.43 / +15.8%
tpch_q13/datafusion:parquet	277219109 / 277608515 / -0.1%	530703477 / 416611243 / +27.4%	0.52 / 0.67 / -21.6%
tpch_q14/datafusion:parquet	185594768 / 160375237 / +15.7%	296479897 / 311995448 / -5.0%	0.63 / 0.51 / +21.8%
tpch_q15/datafusion:parquet	302314357 / 322247247 / -6.2%	501714591 / 483518545 / +3.8%	0.60 / 0.67 / -9.6%
tpch_q16/datafusion:parquet	152266436 / 100617520 / +51.3% 🔴	250250697 / 190850496 / +31.1% 🔴	0.61 / 0.53 / +15.4%
tpch_q17/datafusion:parquet	299636024 / 271805082 / +10.2%	447262106 / 402665780 / +11.1%	0.67 / 0.68 / -0.8%
tpch_q18/datafusion:parquet	337424356 / 324095181 / +4.1%	440588093 / 442785625 / -0.5%	0.77 / 0.73 / +4.6%
tpch_q19/datafusion:parquet	173866200 / 158402501 / +9.8%	335311968 / 301491481 / +11.2%	0.52 / 0.53 / -1.3%
tpch_q20/datafusion:parquet	257904021 / 235564632 / +9.5%	490869145 / 386859012 / +26.9%	0.53 / 0.61 / -13.7%
tpch_q21/datafusion:parquet	320782268 / 280070835 / +14.5%	459392376 / 507819318 / -9.5%	0.70 / 0.55 / +26.6%
tpch_q22/datafusion:parquet	147597097 / 156950172 / -6.0%	352081078 / 407352149 / -13.6%	0.42 / 0.39 / +8.8%

duckdb / 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/duckdb:vortex-file-compressed	258828994 / 265491031 / -2.5%	336803523 / 228008005 / +47.7% 🔴	0.77 / 1.16 / -34.0%
tpch_q02/duckdb:vortex-file-compressed	398272632 / 383380479 / +3.9%	433001606 / 490480567 / -11.7%	0.92 / 0.78 / +17.7%
tpch_q03/duckdb:vortex-file-compressed	433948947 / 404507523 / +7.3%	514119510 / 452486290 / +13.6%	0.84 / 0.89 / -5.6%
tpch_q04/duckdb:vortex-file-compressed	269333605 / 277980523 / -3.1%	310763321 / 332268872 / -6.5%	0.87 / 0.84 / +3.6%
tpch_q05/duckdb:vortex-file-compressed	528762355 / 517692685 / +2.1%	623377757 / 626697910 / -0.5%	0.85 / 0.83 / +2.7%
tpch_q06/duckdb:vortex-file-compressed	179974955 / 180469921 / -0.3%	186948103 / 182616320 / +2.4%	0.96 / 0.99 / -2.6%
tpch_q07/duckdb:vortex-file-compressed	460648426 / 395032019 / +16.6%	492337300 / 476658249 / +3.3%	0.94 / 0.83 / +12.9%
tpch_q08/duckdb:vortex-file-compressed	568545347 / 585652956 / -2.9%	666270910 / 632278727 / +5.4%	0.85 / 0.93 / -7.9%
tpch_q09/duckdb:vortex-file-compressed	396212742 / 401978425 / -1.4%	459035041 / 659066133 / -30.4% 🟢	0.86 / 0.61 / +41.5%
tpch_q10/duckdb:vortex-file-compressed	538319144 / 546036398 / -1.4%	590708781 / 541219896 / +9.1%	0.91 / 1.01 / -9.7%
tpch_q11/duckdb:vortex-file-compressed	286915601 / 282271382 / +1.6%	327086001 / 299110746 / +9.4%	0.88 / 0.94 / -7.0%
tpch_q12/duckdb:vortex-file-compressed	307016677 / 277150654 / +10.8%	335091001 / 314213189 / +6.6%	0.92 / 0.88 / +3.9%
tpch_q13/duckdb:vortex-file-compressed	219644195 / 252178028 / -12.9%	264206193 / 245659100 / +7.5%	0.83 / 1.03 / -19.0%
tpch_q14/duckdb:vortex-file-compressed	223737853 / 256431051 / -12.7%	275665260 / 334118479 / -17.5%	0.81 / 0.77 / +5.8%
tpch_q15/duckdb:vortex-file-compressed	253904626 / 242875807 / +4.5%	255377650 / 316103199 / -19.2%	0.99 / 0.77 / +29.4%
tpch_q16/duckdb:vortex-file-compressed	220727842 / 235487567 / -6.3%	200792557 / 319086235 / -37.1% 🟢	1.10 / 0.74 / +49.0%
tpch_q17/duckdb:vortex-file-compressed	356138250 / 343605921 / +3.6%	400443258 / 387105348 / +3.4%	0.89 / 0.89 / +0.2%
tpch_q18/duckdb:vortex-file-compressed	358641905 / 374822031 / -4.3%	359792952 / 681386132 / -47.2% 🟢	1.00 / 0.55 / +81.2%
tpch_q19/duckdb:vortex-file-compressed	300082420 / 320527104 / -6.4%	302154634 / 310075649 / -2.6%	0.99 / 1.03 / -3.9%
tpch_q20/duckdb:vortex-file-compressed	339204445 / 346785733 / -2.2%	400806941 / 417268414 / -3.9%	0.85 / 0.83 / +1.8%
tpch_q21/duckdb:vortex-file-compressed	642061057 / 659721518 / -2.7%	688990098 / 625264640 / +10.2%	0.93 / 1.06 / -11.7%
tpch_q22/duckdb:vortex-file-compressed	239492009 / 230396314 / +3.9%	254691212 / 260656742 / -2.3%	0.94 / 0.88 / +6.4%

duckdb / parquet / ns (1.101x ➖, 0↑ 5↓)

name	hot ns (PR / base / %diff)	cold ns (PR / base / %diff)	hot/cold (PR / base / %diff)
tpch_q01/duckdb:parquet	182144548 / 153866264 / +18.4%	245641379 / 257566504 / -4.6%	0.74 / 0.60 / +24.1%
tpch_q02/duckdb:parquet	441865423 / 448365608 / -1.4%	450416769 / 442982921 / +1.7%	0.98 / 1.01 / -3.1%
tpch_q03/duckdb:parquet	355013111 / 459303077 / -22.7%	501594641 / 550862256 / -8.9%	0.71 / 0.83 / -15.1%
tpch_q04/duckdb:parquet	278970726 / 269091157 / +3.7%	348394654 / 338190918 / +3.0%	0.80 / 0.80 / +0.6%
tpch_q05/duckdb:parquet	572598862 / 511607907 / +11.9%	551838728 / 523913862 / +5.3%	1.04 / 0.98 / +6.3%
tpch_q06/duckdb:parquet	228583914 / 132730852 / +72.2% 🔴	279913069 / 121210880 / +130.9% 🔴	0.82 / 1.10 / -25.4%
tpch_q07/duckdb:parquet	483253421 / 398883479 / +21.2%	466574751 / 396107533 / +17.8%	1.04 / 1.01 / +2.9%
tpch_q08/duckdb:parquet	623560115 / 649226020 / -4.0%	653595315 / 643403965 / +1.6%	0.95 / 1.01 / -5.5%
tpch_q09/duckdb:parquet	528738796 / 585125636 / -9.6%	569794737 / 675864973 / -15.7%	0.93 / 0.87 / +7.2%
tpch_q10/duckdb:parquet	558680068 / 610979193 / -8.6%	522048491 / 550882399 / -5.2%	1.07 / 1.11 / -3.5%
tpch_q11/duckdb:parquet	294862614 / 313817349 / -6.0%	378749064 / 294903605 / +28.4%	0.78 / 1.06 / -26.8%
tpch_q12/duckdb:parquet	263402990 / 227435005 / +15.8%	328714969 / 263357516 / +24.8%	0.80 / 0.86 / -7.2%
tpch_q13/duckdb:parquet	417241267 / 380386038 / +9.7%	575072268 / 494836029 / +16.2%	0.73 / 0.77 / -5.6%
tpch_q14/duckdb:parquet	480036238 / 256623718 / +87.1% 🔴	743466596 / 317827837 / +133.9% 🔴	0.65 / 0.81 / -20.0%
tpch_q15/duckdb:parquet	321799857 / 210704849 / +52.7% 🔴	383475898 / 261466063 / +46.7% 🔴	0.84 / 0.81 / +4.1%
tpch_q16/duckdb:parquet	331000989 / 277580467 / +19.2%	295076617 / 325392977 / -9.3%	1.12 / 0.85 / +31.5%
tpch_q17/duckdb:parquet	281192629 / 330710387 / -15.0%	368925694 / 436382556 / -15.5%	0.76 / 0.76 / +0.6%
tpch_q18/duckdb:parquet	465017016 / 328764702 / +41.4% 🔴	524928358 / 347878681 / +50.9% 🔴	0.89 / 0.95 / -6.3%
tpch_q19/duckdb:parquet	249098430 / 303751168 / -18.0%	303901248 / 321037138 / -5.3%	0.82 / 0.95 / -13.4%
tpch_q20/duckdb:parquet	596239967 / 454968161 / +31.1% 🔴	1002922879 / 536506511 / +86.9% 🔴	0.59 / 0.85 / -29.9%
tpch_q21/duckdb:parquet	422936804 / 472392065 / -10.5%	470448282 / 487401910 / -3.5%	0.90 / 0.97 / -7.2%
tpch_q22/duckdb:parquet	298984250 / 291123335 / +2.7%	325876825 / 316177567 / +3.1%	0.92 / 0.92 / -0.4%

github-actions · 2026-11-02T17:42:38Z

Benchmarks: TPC-DS SF=1 on NVME 📖

Commits: PR 2b9f46c3 vs base 921cb176
Verdict: No clear signal (low confidence)
Attributed Vortex impact: +0.1%
Engines: DataFusion No clear signal (-0.1%, low confidence) · DuckDB No clear signal (+0.4%, low confidence)
Vortex (geomean): hot 1.001x ➖ · cold 0.996x ➖
Parquet (geomean): hot 1.000x ➖ · cold 1.003x ➖
Shifts: Parquet (control) -0.0% · 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 (1.004x ➖, 0↑ 1↓)

name	hot ns (PR / base / %diff)	cold ns (PR / base / %diff)	hot/cold (PR / base / %diff)
tpcds_q01/datafusion:vortex-file-compressed	20938028 / 20693435 / +1.2%	38115817 / 38852270 / -1.9%	0.55 / 0.53 / +3.1%
tpcds_q02/datafusion:vortex-file-compressed	44067357 / 43454010 / +1.4%	64348873 / 63507086 / +1.3%	0.68 / 0.68 / +0.1%
tpcds_q03/datafusion:vortex-file-compressed	11073067 / 11156642 / -0.7%	27155401 / 26378137 / +2.9%	0.41 / 0.42 / -3.6%
tpcds_q04/datafusion:vortex-file-compressed	88290988 / 87183374 / +1.3%	119113283 / 118303761 / +0.7%	0.74 / 0.74 / +0.6%
tpcds_q05/datafusion:vortex-file-compressed	56558718 / 56226044 / +0.6%	77583690 / 76144135 / +1.9%	0.73 / 0.74 / -1.3%
tpcds_q06/datafusion:vortex-file-compressed	23064124 / 22313620 / +3.4%	42210999 / 43908012 / -3.9%	0.55 / 0.51 / +7.5%
tpcds_q07/datafusion:vortex-file-compressed	28551924 / 28973402 / -1.5%	51541222 / 51629986 / -0.2%	0.55 / 0.56 / -1.3%
tpcds_q08/datafusion:vortex-file-compressed	24714462 / 24600216 / +0.5%	43249527 / 44630697 / -3.1%	0.57 / 0.55 / +3.7%
tpcds_q09/datafusion:vortex-file-compressed	21944344 / 21917496 / +0.1%	38227030 / 40604269 / -5.9%	0.57 / 0.54 / +6.3%
tpcds_q10/datafusion:vortex-file-compressed	26525178 / 26542498 / -0.1%	49388360 / 48417998 / +2.0%	0.54 / 0.55 / -2.0%
tpcds_q11/datafusion:vortex-file-compressed	53426005 / 51737869 / +3.3%	80923113 / 80506987 / +0.5%	0.66 / 0.64 / +2.7%
tpcds_q12/datafusion:vortex-file-compressed	14620566 / 14743425 / -0.8%	32089195 / 32453946 / -1.1%	0.46 / 0.45 / +0.3%
tpcds_q13/datafusion:vortex-file-compressed	30167456 / 30888357 / -2.3%	55041931 / 56531677 / -2.6%	0.55 / 0.55 / +0.3%
tpcds_q14/datafusion:vortex-file-compressed	485993713 / 486714317 / -0.1%	546032075 / 540667041 / +1.0%	0.89 / 0.90 / -1.1%
tpcds_q15/datafusion:vortex-file-compressed	12348656 / 12383016 / -0.3%	31478176 / 32315885 / -2.6%	0.39 / 0.38 / +2.4%
tpcds_q16/datafusion:vortex-file-compressed	18491639 / 18052130 / +2.4%	39575553 / 38352784 / +3.2%	0.47 / 0.47 / -0.7%
tpcds_q17/datafusion:vortex-file-compressed	54292858 / 55469278 / -2.1%	68064422 / 71312299 / -4.6%	0.80 / 0.78 / +2.5%
tpcds_q18/datafusion:vortex-file-compressed	62322278 / 62860855 / -0.9%	87226137 / 88891095 / -1.9%	0.71 / 0.71 / +1.0%
tpcds_q19/datafusion:vortex-file-compressed	16717579 / 16825710 / -0.6%	37898558 / 39005467 / -2.8%	0.44 / 0.43 / +2.3%
tpcds_q20/datafusion:vortex-file-compressed	15744406 / 16262578 / -3.2%	36309238 / 36172297 / +0.4%	0.43 / 0.45 / -3.6%
tpcds_q21/datafusion:vortex-file-compressed	16088664 / 16012924 / +0.5%	39928561 / 39014432 / +2.3%	0.40 / 0.41 / -1.8%
tpcds_q22/datafusion:vortex-file-compressed	49184892 / 49230037 / -0.1%	71265163 / 73992386 / -3.7%	0.69 / 0.67 / +3.7%
tpcds_q23/datafusion:vortex-file-compressed	71165980 / 70739672 / +0.6%	92965894 / 94188271 / -1.3%	0.77 / 0.75 / +1.9%
tpcds_q24/datafusion:vortex-file-compressed	64675328 / 64341306 / +0.5%	87278535 / 86381402 / +1.0%	0.74 / 0.74 / -0.5%
tpcds_q25/datafusion:vortex-file-compressed	49864002 / 41891684 / +19.0% 🔴	75514443 / 74017341 / +2.0%	0.66 / 0.57 / +16.7%
tpcds_q26/datafusion:vortex-file-compressed	25903040 / 25486959 / +1.6%	46547782 / 47092747 / -1.2%	0.56 / 0.54 / +2.8%
tpcds_q27/datafusion:vortex-file-compressed	62338128 / 59967874 / +4.0%	81436103 / 79705433 / +2.2%	0.77 / 0.75 / +1.7%
tpcds_q28/datafusion:vortex-file-compressed	26642684 / 26815144 / -0.6%	43382942 / 42598921 / +1.8%	0.61 / 0.63 / -2.4%
tpcds_q29/datafusion:vortex-file-compressed	53281502 / 53697220 / -0.8%	66037704 / 68364270 / -3.4%	0.81 / 0.79 / +2.7%
tpcds_q30/datafusion:vortex-file-compressed	25959231 / 26091870 / -0.5%	44016676 / 43361158 / +1.5%	0.59 / 0.60 / -2.0%
tpcds_q31/datafusion:vortex-file-compressed	58330620 / 58257964 / +0.1%	83527046 / 83235905 / +0.3%	0.70 / 0.70 / -0.2%
tpcds_q32/datafusion:vortex-file-compressed	12445139 / 12309690 / +1.1%	28954845 / 29572086 / -2.1%	0.43 / 0.42 / +3.3%
tpcds_q33/datafusion:vortex-file-compressed	27030052 / 27653680 / -2.3%	49404576 / 49976813 / -1.1%	0.55 / 0.55 / -1.1%
tpcds_q34/datafusion:vortex-file-compressed	17365014 / 17555528 / -1.1%	36131523 / 33665818 / +7.3%	0.48 / 0.52 / -7.8%
tpcds_q35/datafusion:vortex-file-compressed	30415962 / 30206292 / +0.7%	54756348 / 54278317 / +0.9%	0.56 / 0.56 / -0.2%
tpcds_q36/datafusion:vortex-file-compressed	46248782 / 46670529 / -0.9%	69743758 / 67474960 / +3.4%	0.66 / 0.69 / -4.1%
tpcds_q37/datafusion:vortex-file-compressed	11719400 / 11578794 / +1.2%	33407636 / 33162437 / +0.7%	0.35 / 0.35 / +0.5%
tpcds_q38/datafusion:vortex-file-compressed	25213166 / 25245828 / -0.1%	46104645 / 46082379 / +0.0%	0.55 / 0.55 / -0.2%
tpcds_q39/datafusion:vortex-file-compressed	63508740 / 63900796 / -0.6%	88149517 / 87643289 / +0.6%	0.72 / 0.73 / -1.2%
tpcds_q40/datafusion:vortex-file-compressed	23289074 / 23119301 / +0.7%	42321492 / 43858721 / -3.5%	0.55 / 0.53 / +4.4%
tpcds_q41/datafusion:vortex-file-compressed	20547260 / 20899581 / -1.7%	31278308 / 32663320 / -4.2%	0.66 / 0.64 / +2.7%
tpcds_q42/datafusion:vortex-file-compressed	10810822 / 10888946 / -0.7%	26743863 / 27849556 / -4.0%	0.40 / 0.39 / +3.4%
tpcds_q43/datafusion:vortex-file-compressed	12308490 / 12389278 / -0.7%	32155780 / 32073011 / +0.3%	0.38 / 0.39 / -0.9%
tpcds_q44/datafusion:vortex-file-compressed	29268002 / 29448769 / -0.6%	53187690 / 54504539 / -2.4%	0.55 / 0.54 / +1.8%
tpcds_q45/datafusion:vortex-file-compressed	16019360 / 16190092 / -1.1%	33822242 / 34349783 / -1.5%	0.47 / 0.47 / +0.5%
tpcds_q46/datafusion:vortex-file-compressed	23254780 / 22715938 / +2.4%	48403258 / 46272391 / +4.6%	0.48 / 0.49 / -2.1%
tpcds_q47/datafusion:vortex-file-compressed	75150958 / 74925824 / +0.3%	101005950 / 103988338 / -2.9%	0.74 / 0.72 / +3.3%
tpcds_q48/datafusion:vortex-file-compressed	28816822 / 28877788 / -0.2%	51278195 / 50360690 / +1.8%	0.56 / 0.57 / -2.0%
tpcds_q49/datafusion:vortex-file-compressed	60093892 / 59742060 / +0.6%	79550447 / 79327723 / +0.3%	0.76 / 0.75 / +0.3%
tpcds_q50/datafusion:vortex-file-compressed	30059670 / 30316506 / -0.8%	50500628 / 51784154 / -2.5%	0.60 / 0.59 / +1.7%
tpcds_q51/datafusion:vortex-file-compressed	65694514 / 66220074 / -0.8%	85048966 / 87817317 / -3.2%	0.77 / 0.75 / +2.4%
tpcds_q52/datafusion:vortex-file-compressed	11371206 / 11419172 / -0.4%	26377287 / 26777144 / -1.5%	0.43 / 0.43 / +1.1%
tpcds_q53/datafusion:vortex-file-compressed	17687622 / 17594246 / +0.5%	36143164 / 38557678 / -6.3%	0.49 / 0.46 / +7.2%
tpcds_q54/datafusion:vortex-file-compressed	31385230 / 31160096 / +0.7%	53454566 / 54818123 / -2.5%	0.59 / 0.57 / +3.3%
tpcds_q55/datafusion:vortex-file-compressed	11098907 / 10938048 / +1.5%	25745061 / 26153365 / -1.6%	0.43 / 0.42 / +3.1%
tpcds_q56/datafusion:vortex-file-compressed	26096196 / 26670110 / -2.2%	46453385 / 47557421 / -2.3%	0.56 / 0.56 / +0.2%
tpcds_q57/datafusion:vortex-file-compressed	61000660 / 62099459 / -1.8%	84560908 / 86927875 / -2.7%	0.72 / 0.71 / +1.0%
tpcds_q58/datafusion:vortex-file-compressed	38366766 / 37895850 / +1.2%	61521737 / 63696437 / -3.4%	0.62 / 0.59 / +4.8%
tpcds_q59/datafusion:vortex-file-compressed	29497679 / 29697634 / -0.7%	53565007 / 54047915 / -0.9%	0.55 / 0.55 / +0.2%
tpcds_q60/datafusion:vortex-file-compressed	25984612 / 26504610 / -2.0%	46450334 / 46680755 / -0.5%	0.56 / 0.57 / -1.5%
tpcds_q61/datafusion:vortex-file-compressed	21345189 / 20616104 / +3.5%	42875333 / 44849543 / -4.4%	0.50 / 0.46 / +8.3%
tpcds_q62/datafusion:vortex-file-compressed	16090558 / 16195965 / -0.7%	34820881 / 34207022 / +1.8%	0.46 / 0.47 / -2.4%
tpcds_q63/datafusion:vortex-file-compressed	17450862 / 17493644 / -0.2%	39507643 / 39256831 / +0.6%	0.44 / 0.45 / -0.9%
tpcds_q64/datafusion:vortex-file-compressed	211409280 / 210423966 / +0.5%	250777054 / 246109964 / +1.9%	0.84 / 0.85 / -1.4%
tpcds_q65/datafusion:vortex-file-compressed	73063943 / 72625828 / +0.6%	93787453 / 93469158 / +0.3%	0.78 / 0.78 / +0.3%
tpcds_q66/datafusion:vortex-file-compressed	50191454 / 49614660 / +1.2%	72204012 / 72125587 / +0.1%	0.70 / 0.69 / +1.1%
tpcds_q67/datafusion:vortex-file-compressed	50121592 / 50715586 / -1.2%	82892223 / `8159057` / +1.6%	0.60 / 0.62 / -2.7%
tpcds_q68/datafusion:vortex-file-compressed	23094042 / 22885787 / +0.9%	45285738 / 45035582 / +0.6%	0.51 / 0.51 / +0.4%
tpcds_q69/datafusion:vortex-file-compressed	25119324 / 24913841 / +0.8%	47582354 / 48534294 / -2.0%	0.53 / 0.51 / +2.8%
tpcds_q70/datafusion:vortex-file-compressed	73244012 / 70931956 / +3.3%	92479442 / 91785836 / +0.8%	0.79 / 0.77 / +2.5%
tpcds_q71/datafusion:vortex-file-compressed	18155260 / 17692385 / +2.6%	40533147 / 39717540 / +2.1%	0.45 / 0.45 / +0.6%
tpcds_q72/datafusion:vortex-file-compressed	351110150 / 346842238 / +1.2%	387155301 / 414571334 / -6.6%	0.91 / 0.84 / +8.4%
tpcds_q73/datafusion:vortex-file-compressed	16387272 / 16173376 / +1.3%	34499022 / 35585153 / -3.1%	0.48 / 0.45 / +4.5%
tpcds_q74/datafusion:vortex-file-compressed	40723388 / 40185778 / +1.3%	67180283 / 67745737 / -0.8%	0.61 / 0.59 / +2.2%
tpcds_q75/datafusion:vortex-file-compressed	135814839 / 136822668 / -0.7%	158187711 / 160235840 / -1.3%	0.86 / 0.85 / +0.5%
tpcds_q76/datafusion:vortex-file-compressed	28884145 / 29849454 / -3.2%	45967373 / 47397072 / -3.0%	0.63 / 0.63 / -0.2%
tpcds_q77/datafusion:vortex-file-compressed	44368452 / 44565548 / -0.4%	63516020 / 66400689 / -4.3%	0.70 / 0.67 / +4.1%
tpcds_q78/datafusion:vortex-file-compressed	63927844 / 63108664 / +1.3%	87085001 / 92262849 / -5.6%	0.73 / 0.68 / +7.3%
tpcds_q79/datafusion:vortex-file-compressed	19579516 / 19613035 / -0.2%	42901018 / 41694175 / +2.9%	0.46 / 0.47 / -3.0%
tpcds_q80/datafusion:vortex-file-compressed	72990564 / 72166630 / +1.1%	101107563 / 101626845 / -0.5%	0.72 / 0.71 / +1.7%
tpcds_q81/datafusion:vortex-file-compressed	26500406 / 26137370 / +1.4%	44091505 / 43774965 / +0.7%	0.60 / 0.60 / +0.7%
tpcds_q82/datafusion:vortex-file-compressed	11639204 / 11623964 / +0.1%	32698678 / 33066791 / -1.1%	0.36 / 0.35 / +1.3%
tpcds_q83/datafusion:vortex-file-compressed	32660818 / 32875398 / -0.7%	52328415 / 51798394 / +1.0%	0.62 / 0.63 / -1.7%
tpcds_q84/datafusion:vortex-file-compressed	10165162 / 9850314 / +3.2%	24749095 / 25704059 / -3.7%	0.41 / 0.38 / +7.2%
tpcds_q85/datafusion:vortex-file-compressed	53596935 / 52766396 / +1.6%	78958237 / 81309292 / -2.9%	0.68 / 0.65 / +4.6%
tpcds_q86/datafusion:vortex-file-compressed	15764821 / 15934920 / -1.1%	32623427 / 33677296 / -3.1%	0.48 / 0.47 / +2.1%
tpcds_q87/datafusion:vortex-file-compressed	25657226 / 25115246 / +2.2%	49281610 / 48867872 / +0.8%	0.52 / 0.51 / +1.3%
tpcds_q88/datafusion:vortex-file-compressed	31475853 / 31608696 / -0.4%	52236259 / 51638045 / +1.2%	0.60 / 0.61 / -1.6%
tpcds_q89/datafusion:vortex-file-compressed	21032690 / 20896659 / +0.7%	41063432 / 42687865 / -3.8%	0.51 / 0.49 / +4.6%
tpcds_q90/datafusion:vortex-file-compressed	9801252 / 9775562 / +0.3%	25318693 / 24129934 / +4.9%	0.39 / 0.41 / -4.4%
tpcds_q91/datafusion:vortex-file-compressed	16884958 / 16953253 / -0.4%	35980427 / 34874367 / +3.2%	0.47 / 0.49 / -3.5%
tpcds_q92/datafusion:vortex-file-compressed	13197734 / 13262533 / -0.5%	29057370 / 28009934 / +3.7%	0.45 / 0.47 / -4.1%
tpcds_q93/datafusion:vortex-file-compressed	20655294 / 20395122 / +1.3%	38158952 / 40548911 / -5.9%	0.54 / 0.50 / +7.6%
tpcds_q94/datafusion:vortex-file-compressed	18444286 / 18506234 / -0.3%	37018304 / 36832200 / +0.5%	0.50 / 0.50 / -0.8%
tpcds_q95/datafusion:vortex-file-compressed	42602080 / 42359372 / +0.6%	62622608 / 61012393 / +2.6%	0.68 / 0.69 / -2.0%
tpcds_q96/datafusion:vortex-file-compressed	7618392 / 7582700 / +0.5%	23577230 / 23364450 / +0.9%	0.32 / 0.32 / -0.4%
tpcds_q97/datafusion:vortex-file-compressed	16824556 / 17225992 / -2.3%	37451302 / 37213402 / +0.6%	0.45 / 0.46 / -3.0%
tpcds_q98/datafusion:vortex-file-compressed	16358929 / 16390778 / -0.2%	37151305 / 37623843 / -1.3%	0.44 / 0.44 / +1.1%
tpcds_q99/datafusion:vortex-file-compressed	16022500 / 15877636 / +0.9%	34332243 / 34701176 / -1.1%	0.47 / 0.46 / +2.0%

datafusion / parquet / ns (1.005x ➖, 0↑ 1↓)

name	hot ns (PR / base / %diff)	cold ns (PR / base / %diff)	hot/cold (PR / base / %diff)
tpcds_q01/datafusion:parquet	42693371 / 42914828 / -0.5%	61891071 / 61267418 / +1.0%	0.69 / 0.70 / -1.5%
tpcds_q02/datafusion:parquet	53878086 / 54463889 / -1.1%	68787467 / 70138256 / -1.9%	0.78 / 0.78 / +0.9%
tpcds_q03/datafusion:parquet	19213628 / 19033718 / +0.9%	30531409 / 31541826 / -3.2%	0.63 / 0.60 / +4.3%
tpcds_q04/datafusion:parquet	178009686 / 178470002 / -0.3%	198747533 / 201254618 / -1.2%	0.90 / 0.89 / +1.0%
tpcds_q05/datafusion:parquet	66610333 / 67564098 / -1.4%	87785035 / 88701589 / -1.0%	0.76 / 0.76 / -0.4%
tpcds_q06/datafusion:parquet	33372871 / 33685647 / -0.9%	45543524 / 48391974 / -5.9%	0.73 / 0.70 / +5.3%
tpcds_q07/datafusion:parquet	46463386 / 46561100 / -0.2%	65045237 / 64494026 / +0.9%	0.71 / 0.72 / -1.1%
tpcds_q08/datafusion:parquet	31644120 / 30706334 / +3.1%	49306753 / 47831430 / +3.1%	0.64 / 0.64 / -0.0%
tpcds_q09/datafusion:parquet	34491639 / 32700513 / +5.5%	43898218 / 44497293 / -1.3%	0.79 / 0.73 / +6.9%
tpcds_q10/datafusion:parquet	44815486 / 44352862 / +1.0%	58910398 / 59074710 / -0.3%	0.76 / 0.75 / +1.3%
tpcds_q11/datafusion:parquet	96404332 / 96338981 / +0.1%	115403599 / 118572849 / -2.7%	0.84 / 0.81 / +2.8%
tpcds_q12/datafusion:parquet	23647503 / 23387652 / +1.1%	35586446 / 34176270 / +4.1%	0.66 / 0.68 / -2.9%
tpcds_q13/datafusion:parquet	46407174 / 45948283 / +1.0%	65317555 / 67420421 / -3.1%	0.71 / 0.68 / +4.3%
tpcds_q14/datafusion:parquet	535729194 / 534781210 / +0.2%	578516363 / 578276068 / +0.0%	0.93 / 0.92 / +0.1%
tpcds_q15/datafusion:parquet	23680701 / 23320479 / +1.5%	38516058 / 38206909 / +0.8%	0.61 / 0.61 / +0.7%
tpcds_q16/datafusion:parquet	37129060 / 36524320 / +1.7%	49820652 / 51558856 / -3.4%	0.75 / 0.71 / +5.2%
tpcds_q17/datafusion:parquet	74313318 / 72823330 / +2.0%	100055063 / 96437693 / +3.8%	0.74 / 0.76 / -1.6%
tpcds_q18/datafusion:parquet	69142256 / 66110694 / +4.6%	87494949 / 86139735 / +1.6%	0.79 / 0.77 / +3.0%
tpcds_q19/datafusion:parquet	29862470 / 29301097 / +1.9%	42810012 / 42753892 / +0.1%	0.70 / 0.69 / +1.8%
tpcds_q20/datafusion:parquet	25362850 / 25344241 / +0.1%	38604489 / 36208346 / +6.6%	0.66 / 0.70 / -6.1%
tpcds_q21/datafusion:parquet	20235536 / 20182966 / +0.3%	31698826 / 31984447 / -0.9%	0.64 / 0.63 / +1.2%
tpcds_q22/datafusion:parquet	76618845 / 76370026 / +0.3%	88818116 / 88878818 / -0.1%	0.86 / 0.86 / +0.4%
tpcds_q23/datafusion:parquet	92609818 / 92381902 / +0.2%	114985744 / 114497634 / +0.4%	0.81 / 0.81 / -0.2%
tpcds_q24/datafusion:parquet	90355126 / 90369318 / -0.0%	115522472 / 116328929 / -0.7%	0.78 / 0.78 / +0.7%
tpcds_q25/datafusion:parquet	79897090 / 80425086 / -0.7%	102665553 / 96360930 / +6.5%	0.78 / 0.83 / -6.8%
tpcds_q26/datafusion:parquet	43115592 / 42988806 / +0.3%	59400056 / 58913383 / +0.8%	0.73 / 0.73 / -0.5%
tpcds_q27/datafusion:parquet	76274088 / 77918596 / -2.1%	100504087 / 103861402 / -3.2%	0.76 / 0.75 / +1.2%
tpcds_q28/datafusion:parquet	28478890 / 28186418 / +1.0%	43366042 / 41578819 / +4.3%	0.66 / 0.68 / -3.1%
tpcds_q29/datafusion:parquet	76995859 / 74693918 / +3.1%	96600444 / 98511872 / -1.9%	0.80 / 0.76 / +5.1%
tpcds_q30/datafusion:parquet	46646441 / 42887524 / +8.8%	57450354 / 56472667 / +1.7%	0.81 / 0.76 / +6.9%
tpcds_q31/datafusion:parquet	78652549 / 81224287 / -3.2%	93535534 / 95891293 / -2.5%	0.84 / 0.85 / -0.7%
tpcds_q32/datafusion:parquet	27078448 / 26374390 / +2.7%	40345019 / 36299934 / +11.1% 🔴	0.67 / 0.73 / -7.6%
tpcds_q33/datafusion:parquet	37520507 / 37259157 / +0.7%	53660977 / 51801678 / +3.6%	0.70 / 0.72 / -2.8%
tpcds_q34/datafusion:parquet	24171979 / 24030501 / +0.6%	34980240 / 36207103 / -3.4%	0.69 / 0.66 / +4.1%
tpcds_q35/datafusion:parquet	49973959 / 50608132 / -1.3%	67071107 / 65164761 / +2.9%	0.75 / 0.78 / -4.1%
tpcds_q36/datafusion:parquet	51867282 / 52013575 / -0.3%	72184714 / 70317567 / +2.7%	0.72 / 0.74 / -2.9%
tpcds_q37/datafusion:parquet	21093559 / 21239774 / -0.7%	32607243 / 35192563 / -7.3%	0.65 / 0.60 / +7.2%
tpcds_q38/datafusion:parquet	44621388 / 45103778 / -1.1%	63057430 / 63189856 / -0.2%	0.71 / 0.71 / -0.9%
tpcds_q39/datafusion:parquet	67956170 / 68383880 / -0.6%	84995869 / 84677196 / +0.4%	0.80 / 0.81 / -1.0%
tpcds_q40/datafusion:parquet	29468439 / 29020950 / +1.5%	49074876 / 48676106 / +0.8%	0.60 / 0.60 / +0.7%
tpcds_q41/datafusion:parquet	19758913 / 19714870 / +0.2%	31569136 / 31801733 / -0.7%	0.63 / 0.62 / +1.0%
tpcds_q42/datafusion:parquet	18386474 / 18385464 / +0.0%	29011857 / 28719540 / +1.0%	0.63 / 0.64 / -1.0%
tpcds_q43/datafusion:parquet	19065852 / 19262204 / -1.0%	31864741 / 32878092 / -3.1%	0.60 / 0.59 / +2.1%
tpcds_q44/datafusion:parquet	34331329 / 35977584 / -4.6%	50588977 / 51763619 / -2.3%	0.68 / 0.70 / -2.4%
tpcds_q45/datafusion:parquet	28083228 / 27538306 / +2.0%	40636588 / 39246925 / +3.5%	0.69 / 0.70 / -1.5%
tpcds_q46/datafusion:parquet	29100860 / 28901961 / +0.7%	46241706 / 45552221 / +1.5%	0.63 / 0.63 / -0.8%
tpcds_q47/datafusion:parquet	98095537 / 97879432 / +0.2%	119259021 / 120016079 / -0.6%	0.82 / 0.82 / +0.9%
tpcds_q48/datafusion:parquet	42081886 / 41495948 / +1.4%	59578408 / 60216865 / -1.1%	0.71 / 0.69 / +2.5%
tpcds_q49/datafusion:parquet	70485421 / 70936947 / -0.6%	92618171 / 99415716 / -6.8%	0.76 / 0.71 / +6.7%
tpcds_q50/datafusion:parquet	47798778 / 48507072 / -1.5%	66050454 / 64667033 / +2.1%	0.72 / 0.75 / -3.5%
tpcds_q51/datafusion:parquet	74712762 / 74933707 / -0.3%	94434195 / 93735447 / +0.7%	0.79 / 0.80 / -1.0%
tpcds_q52/datafusion:parquet	18584493 / 18271340 / +1.7%	30630285 / 30136318 / +1.6%	0.61 / 0.61 / +0.1%
tpcds_q53/datafusion:parquet	22308936 / 22264814 / +0.2%	39125785 / 38311718 / +2.1%	0.57 / 0.58 / -1.9%
tpcds_q54/datafusion:parquet	52431086 / 53016827 / -1.1%	68347883 / 65915605 / +3.7%	0.77 / 0.80 / -4.6%
tpcds_q55/datafusion:parquet	18004677 / 18359292 / -1.9%	30266843 / 29568134 / +2.4%	0.59 / 0.62 / -4.2%
tpcds_q56/datafusion:parquet	40894746 / 40582424 / +0.8%	55090428 / 56552556 / -2.6%	0.74 / 0.72 / +3.4%
tpcds_q57/datafusion:parquet	101202120 / 101694252 / -0.5%	118946103 / 115111271 / +3.3%	0.85 / 0.88 / -3.7%
tpcds_q58/datafusion:parquet	65574984 / 65139036 / +0.7%	83040542 / 83385197 / -0.4%	0.79 / 0.78 / +1.1%
tpcds_q59/datafusion:parquet	47597971 / 47425240 / +0.4%	66152370 / 64853303 / +2.0%	0.72 / 0.73 / -1.6%
tpcds_q60/datafusion:parquet	42093642 / 38040850 / +10.7% 🔴	55028738 / 53793670 / +2.3%	0.76 / 0.71 / +8.2%
tpcds_q61/datafusion:parquet	35335716 / 35982151 / -1.8%	50448549 / 49831323 / +1.2%	0.70 / 0.72 / -3.0%
tpcds_q62/datafusion:parquet	25313758 / 24944812 / +1.5%	37955605 / 37473541 / +1.3%	0.67 / 0.67 / +0.2%
tpcds_q63/datafusion:parquet	22246502 / 22267847 / -0.1%	37524688 / 37490791 / +0.1%	0.59 / 0.59 / -0.2%
tpcds_q64/datafusion:parquet	286825340 / 282714630 / +1.5%	322654092 / 322264116 / +0.1%	0.89 / 0.88 / +1.3%
tpcds_q65/datafusion:parquet	119395795 / 121812891 / -2.0%	136592678 / 138309949 / -1.2%	0.87 / 0.88 / -0.8%
tpcds_q66/datafusion:parquet	59681490 / 59505559 / +0.3%	76441951 / 75836273 / +0.8%	0.78 / 0.78 / -0.5%
tpcds_q67/datafusion:parquet	67864102 / 68583978 / -1.0%	94088292 / 90924636 / +3.5%	0.72 / 0.75 / -4.4%
tpcds_q68/datafusion:parquet	28765099 / 28743645 / +0.1%	48277939 / 47731247 / +1.1%	0.60 / 0.60 / -1.1%
tpcds_q69/datafusion:parquet	43226836 / 43532996 / -0.7%	59662609 / 57368060 / +4.0%	0.72 / 0.76 / -4.5%
tpcds_q70/datafusion:parquet	82526828 / 79932336 / +3.2%	97473018 / 96615448 / +0.9%	0.85 / 0.83 / +2.3%
tpcds_q71/datafusion:parquet	26915858 / 25915693 / +3.9%	38406942 / 37765832 / +1.7%	0.70 / 0.69 / +2.1%
tpcds_q72/datafusion:parquet	536775785 / 523530994 / +2.5%	544397170 / 545213075 / -0.1%	0.99 / 0.96 / +2.7%
tpcds_q73/datafusion:parquet	23702654 / 23502704 / +0.9%	35859073 / 36564374 / -1.9%	0.66 / 0.64 / +2.8%
tpcds_q74/datafusion:parquet	69083914 / 71300850 / -3.1%	89608981 / 88392202 / +1.4%	0.77 / 0.81 / -4.4%
tpcds_q75/datafusion:parquet	152892680 / 151135772 / +1.2%	178391518 / 181569098 / -1.8%	0.86 / 0.83 / +3.0%
tpcds_q76/datafusion:parquet	33265492 / 33706609 / -1.3%	47560560 / 46286158 / +2.8%	0.70 / 0.73 / -4.0%
tpcds_q77/datafusion:parquet	56584044 / 57220850 / -1.1%	73803550 / 73752684 / +0.1%	0.77 / 0.78 / -1.2%
tpcds_q78/datafusion:parquet	86680512 / 84302978 / +2.8%	120612242 / 119736728 / +0.7%	0.72 / 0.70 / +2.1%
tpcds_q79/datafusion:parquet	26598884 / 26738761 / -0.5%	42568029 / 41763398 / +1.9%	0.62 / 0.64 / -2.4%
tpcds_q80/datafusion:parquet	81435692 / 80929928 / +0.6%	109655657 / 110081223 / -0.4%	0.74 / 0.74 / +1.0%
tpcds_q81/datafusion:parquet	40022410 / 40211224 / -0.5%	51876632 / 51848149 / +0.1%	0.77 / 0.78 / -0.5%
tpcds_q82/datafusion:parquet	22757554 / 22425694 / +1.5%	35235413 / 37284579 / -5.5%	0.65 / 0.60 / +7.4%
tpcds_q83/datafusion:parquet	59320833 / 58978988 / +0.6%	75396126 / 75941554 / -0.7%	0.79 / 0.78 / +1.3%
tpcds_q84/datafusion:parquet	26422127 / 25921877 / +1.9%	39276840 / 39514365 / -0.6%	0.67 / 0.66 / +2.5%
tpcds_q85/datafusion:parquet	79785447 / 79223756 / +0.7%	103110391 / 101208104 / +1.9%	0.77 / 0.78 / -1.1%
tpcds_q86/datafusion:parquet	20597326 / 20757988 / -0.8%	33653850 / 32880591 / +2.4%	0.61 / 0.63 / -3.1%
tpcds_q87/datafusion:parquet	44594438 / 46073758 / -3.2%	63277321 / 62906392 / +0.6%	0.70 / 0.73 / -3.8%
tpcds_q88/datafusion:parquet	36154780 / 36700280 / -1.5%	50839132 / 49705448 / +2.3%	0.71 / 0.74 / -3.7%
tpcds_q89/datafusion:parquet	25941977 / 25871279 / +0.3%	41681402 / 40812143 / +2.1%	0.62 / 0.63 / -1.8%
tpcds_q90/datafusion:parquet	15016272 / 14959584 / +0.4%	25961276 / 26094372 / -0.5%	0.58 / 0.57 / +0.9%
tpcds_q91/datafusion:parquet	32173582 / 31911424 / +0.8%	46678619 / 45936029 / +1.6%	0.69 / 0.69 / -0.8%
tpcds_q92/datafusion:parquet	26958415 / 26893172 / +0.2%	39546591 / 40244988 / -1.7%	0.68 / 0.67 / +2.0%
tpcds_q93/datafusion:parquet	27082230 / 26656734 / +1.6%	46095677 / 43473630 / +6.0%	0.59 / 0.61 / -4.2%
tpcds_q94/datafusion:parquet	35757870 / 35048256 / +2.0%	47889513 / 48756316 / -1.8%	0.75 / 0.72 / +3.9%
tpcds_q95/datafusion:parquet	62953994 / 62959607 / -0.0%	79265602 / 78524843 / +0.9%	0.79 / 0.80 / -0.9%
tpcds_q96/datafusion:parquet	12984181 / 12647630 / +2.7%	24089691 / 24318897 / -0.9%	0.54 / 0.52 / +3.6%
tpcds_q97/datafusion:parquet	35370457 / 35522353 / -0.4%	51850457 / 51401574 / +0.9%	0.68 / 0.69 / -1.3%
tpcds_q98/datafusion:parquet	24473363 / 24573841 / -0.4%	38207926 / 39129382 / -2.4%	0.64 / 0.63 / +2.0%
tpcds_q99/datafusion:parquet	30010312 / 29454888 / +1.9%	43179440 / 41541548 / +3.9%	0.70 / 0.71 / -2.0%

duckdb / vortex-file-compressed / ns (0.999x ➖, 0↑ 1↓)

name	hot ns (PR / base / %diff)	cold ns (PR / base / %diff)	hot/cold (PR / base / %diff)
tpcds_q01/duckdb:vortex-file-compressed	16201308 / 16291594 / -0.6%	25524046 / 25268732 / +1.0%	0.63 / 0.64 / -1.5%
tpcds_q02/duckdb:vortex-file-compressed	18549656 / 16024186 / +15.8% 🔴	23164478 / 22865763 / +1.3%	0.80 / 0.70 / +14.3%
tpcds_q03/duckdb:vortex-file-compressed	7023230 / 6953672 / +1.0%	15852620 / 16355066 / -3.1%	0.44 / 0.43 / +4.2%
tpcds_q04/duckdb:vortex-file-compressed	46134844 / 46213182 / -0.2%	57318098 / 57478238 / -0.3%	0.80 / 0.80 / +0.1%
tpcds_q05/duckdb:vortex-file-compressed	22997569 / 23133264 / -0.6%	33216071 / 32903177 / +1.0%	0.69 / 0.70 / -1.5%
tpcds_q06/duckdb:vortex-file-compressed	24554832 / 24584925 / -0.1%	38699190 / 39460693 / -1.9%	0.63 / 0.62 / +1.8%
tpcds_q07/duckdb:vortex-file-compressed	13553718 / 13405602 / +1.1%	24219401 / 24705251 / -2.0%	0.56 / 0.54 / +3.1%
tpcds_q08/duckdb:vortex-file-compressed	17471195 / 17448642 / +0.1%	26076037 / 25154961 / +3.7%	0.67 / 0.69 / -3.4%
tpcds_q09/duckdb:vortex-file-compressed	18745704 / 19437520 / -3.6%	30472504 / 29448264 / +3.5%	0.62 / 0.66 / -6.8%
tpcds_q10/duckdb:vortex-file-compressed	27998974 / 28088048 / -0.3%	41180807 / 40632477 / +1.3%	0.68 / 0.69 / -1.6%
tpcds_q11/duckdb:vortex-file-compressed	36709143 / 37269664 / -1.5%	45879359 / 45875260 / +0.0%	0.80 / 0.81 / -1.5%
tpcds_q12/duckdb:vortex-file-compressed	10226988 / 10169786 / +0.6%	17019114 / 17354425 / -1.9%	0.60 / 0.59 / +2.5%
tpcds_q13/duckdb:vortex-file-compressed	21038312 / 21026236 / +0.1%	33591212 / 33174735 / +1.3%	0.63 / 0.63 / -1.2%
tpcds_q14/duckdb:vortex-file-compressed	56233590 / 56889747 / -1.2%	66430322 / 67797823 / -2.0%	0.85 / 0.84 / +0.9%
tpcds_q15/duckdb:vortex-file-compressed	11144590 / 11321806 / -1.6%	18695000 / 18598535 / +0.5%	0.60 / 0.61 / -2.1%
tpcds_q16/duckdb:vortex-file-compressed	24061203 / 24586943 / -2.1%	35888528 / 35609872 / +0.8%	0.67 / 0.69 / -2.9%
tpcds_q17/duckdb:vortex-file-compressed	24532150 / 24658048 / -0.5%	36276730 / 37756298 / -3.9%	0.68 / 0.65 / +3.5%
tpcds_q18/duckdb:vortex-file-compressed	31809274 / 31757926 / +0.2%	42574896 / 42031375 / +1.3%	0.75 / 0.76 / -1.1%
tpcds_q19/duckdb:vortex-file-compressed	78714850 / 78585991 / +0.2%	90350293 / 89202730 / +1.3%	0.87 / 0.88 / -1.1%
tpcds_q20/duckdb:vortex-file-compressed	11115110 / 11027066 / +0.8%	18818567 / 18237612 / +3.2%	0.59 / 0.60 / -2.3%
tpcds_q21/duckdb:vortex-file-compressed	9603802 / 9585644 / +0.2%	22127217 / 21952586 / +0.8%	0.43 / 0.44 / -0.6%
tpcds_q22/duckdb:vortex-file-compressed	17582288 / 17823892 / -1.4%	31317109 / 29213434 / +7.2%	0.56 / 0.61 / -8.0%
tpcds_q23/duckdb:vortex-file-compressed	38181872 / 38592840 / -1.1%	49782675 / 50456097 / -1.3%	0.77 / 0.76 / +0.3%
tpcds_q24/duckdb:vortex-file-compressed	26674045 / 26721160 / -0.2%	36641457 / 38097913 / -3.8%	0.73 / 0.70 / +3.8%
tpcds_q25/duckdb:vortex-file-compressed	23368122 / 23342666 / +0.1%	35718427 / 35474027 / +0.7%	0.65 / 0.66 / -0.6%
tpcds_q26/duckdb:vortex-file-compressed	13027216 / 12983954 / +0.3%	21416692 / 21703347 / -1.3%	0.61 / 0.60 / +1.7%
tpcds_q27/duckdb:vortex-file-compressed	16107789 / 16623978 / -3.1%	26890452 / 26575014 / +1.2%	0.60 / 0.63 / -4.2%
tpcds_q28/duckdb:vortex-file-compressed	15210834 / 15433186 / -1.4%	25883847 / 25750187 / +0.5%	0.59 / 0.60 / -1.9%
tpcds_q29/duckdb:vortex-file-compressed	22755057 / 22901063 / -0.6%	34207071 / 36621661 / -6.6%	0.67 / 0.63 / +6.4%
tpcds_q30/duckdb:vortex-file-compressed	16121899 / 16225834 / -0.6%	23975567 / 24856524 / -3.5%	0.67 / 0.65 / +3.0%
tpcds_q31/duckdb:vortex-file-compressed	17942342 / 17901930 / +0.2%	26795063 / 27425172 / -2.3%	0.67 / 0.65 / +2.6%
tpcds_q32/duckdb:vortex-file-compressed	12195281 / 11684208 / +4.4%	20723982 / 21178206 / -2.1%	0.59 / 0.55 / +6.7%
tpcds_q33/duckdb:vortex-file-compressed	18228177 / 18935186 / -3.7%	28843415 / 29046824 / -0.7%	0.63 / 0.65 / -3.1%
tpcds_q34/duckdb:vortex-file-compressed	13117241 / 13113544 / +0.0%	23021596 / 22795855 / +1.0%	0.57 / 0.58 / -1.0%
tpcds_q35/duckdb:vortex-file-compressed	28329516 / 28260402 / +0.2%	39160027 / 40186801 / -2.6%	0.72 / 0.70 / +2.9%
tpcds_q36/duckdb:vortex-file-compressed	14266678 / 14223937 / +0.3%	23516770 / 24428601 / -3.7%	0.61 / 0.58 / +4.2%
tpcds_q37/duckdb:vortex-file-compressed	9645210 / 9565318 / +0.8%	25460708 / 23848046 / +6.8%	0.38 / 0.40 / -5.6%
tpcds_q38/duckdb:vortex-file-compressed	24618738 / 24701282 / -0.3%	32811063 / 31780217 / +3.2%	0.75 / 0.78 / -3.5%
tpcds_q39/duckdb:vortex-file-compressed	18643159 / 19038622 / -2.1%	33741943 / 32554666 / +3.6%	0.55 / 0.58 / -5.5%
tpcds_q40/duckdb:vortex-file-compressed	14251289 / 14397950 / -1.0%	21009099 / 20778376 / +1.1%	0.68 / 0.69 / -2.1%
tpcds_q41/duckdb:vortex-file-compressed	18757770 / 18788480 / -0.2%	25667323 / 25604940 / +0.2%	0.73 / 0.73 / -0.4%
tpcds_q42/duckdb:vortex-file-compressed	6960628 / 7219896 / -3.6%	16504057 / 16339090 / +1.0%	0.42 / 0.44 / -4.6%
tpcds_q43/duckdb:vortex-file-compressed	9780444 / 9751414 / +0.3%	19846646 / 19354153 / +2.5%	0.49 / 0.50 / -2.2%
tpcds_q44/duckdb:vortex-file-compressed	12617623 / 12600444 / +0.1%	23949466 / 24242553 / -1.2%	0.53 / 0.52 / +1.4%
tpcds_q45/duckdb:vortex-file-compressed	23630387 / 24189322 / -2.3%	31535475 / 31362063 / +0.6%	0.75 / 0.77 / -2.8%
tpcds_q46/duckdb:vortex-file-compressed	19555672 / 19537616 / +0.1%	28225209 / 28467157 / -0.8%	0.69 / 0.69 / +1.0%
tpcds_q47/duckdb:vortex-file-compressed	34892746 / 35000946 / -0.3%	45173882 / 45558002 / -0.8%	0.77 / 0.77 / +0.5%
tpcds_q48/duckdb:vortex-file-compressed	23648478 / 23708603 / -0.3%	36080078 / 37105968 / -2.8%	0.66 / 0.64 / +2.6%
tpcds_q49/duckdb:vortex-file-compressed	18976794 / 18831590 / +0.8%	30967283 / 31319530 / -1.1%	0.61 / 0.60 / +1.9%
tpcds_q50/duckdb:vortex-file-compressed	16905303 / 16860229 / +0.3%	27441692 / 27712400 / -1.0%	0.62 / 0.61 / +1.3%
tpcds_q51/duckdb:vortex-file-compressed	49612636 / 49359868 / +0.5%	58900332 / 79196079 / -25.6% 🟢	0.84 / 0.62 / +35.1%
tpcds_q52/duckdb:vortex-file-compressed	7163088 / 7176644 / -0.2%	16666534 / 16120133 / +3.4%	0.43 / 0.45 / -3.5%
tpcds_q53/duckdb:vortex-file-compressed	11682910 / 11498052 / +1.6%	20570345 / 21037233 / -2.2%	0.57 / 0.55 / +3.9%
tpcds_q54/duckdb:vortex-file-compressed	20803988 / 20888324 / -0.4%	31732995 / 30804898 / +3.0%	0.66 / 0.68 / -3.3%
tpcds_q55/duckdb:vortex-file-compressed	6891696 / 7020792 / -1.8%	16557602 / 15625404 / +6.0%	0.42 / 0.45 / -7.4%
tpcds_q56/duckdb:vortex-file-compressed	18387179 / 18185996 / +1.1%	28494144 / 29287760 / -2.7%	0.65 / 0.62 / +3.9%
tpcds_q57/duckdb:vortex-file-compressed	26250373 / 26078913 / +0.7%	35598359 / 35326495 / +0.8%	0.74 / 0.74 / -0.1%
tpcds_q58/duckdb:vortex-file-compressed	20379020 / 20481724 / -0.5%	32143482 / 30876181 / +4.1%	0.63 / 0.66 / -4.4%
tpcds_q59/duckdb:vortex-file-compressed	19630896 / 19515160 / +0.6%	26335710 / 27263119 / -3.4%	0.75 / 0.72 / +4.1%
tpcds_q60/duckdb:vortex-file-compressed	18948270 / 18801010 / +0.8%	29378658 / 30241246 / -2.9%	0.64 / 0.62 / +3.7%
tpcds_q61/duckdb:vortex-file-compressed	25603646 / 25619280 / -0.1%	35287479 / 35912950 / -1.7%	0.73 / 0.71 / +1.7%
tpcds_q62/duckdb:vortex-file-compressed	11922202 / 11788193 / +1.1%	18652003 / 19094221 / -2.3%	0.64 / 0.62 / +3.5%
tpcds_q63/duckdb:vortex-file-compressed	10999586 / 11086050 / -0.8%	20489599 / 20168062 / +1.6%	0.54 / 0.55 / -2.3%
tpcds_q64/duckdb:vortex-file-compressed	50018707 / 49470778 / +1.1%	64858475 / 65546867 / -1.1%	0.77 / 0.75 / +2.2%
tpcds_q65/duckdb:vortex-file-compressed	13259424 / 13267850 / -0.1%	25200354 / 24029435 / +4.9%	0.53 / 0.55 / -4.7%
tpcds_q66/duckdb:vortex-file-compressed	29724946 / 29093730 / +2.2%	36209834 / 36099731 / +0.3%	0.82 / 0.81 / +1.9%
tpcds_q67/duckdb:vortex-file-compressed	58492244 / 58913134 / -0.7%	68102575 / 67870499 / +0.3%	0.86 / 0.87 / -1.1%
tpcds_q68/duckdb:vortex-file-compressed	19313431 / 19160932 / +0.8%	27966248 / 27676156 / +1.0%	0.69 / 0.69 / -0.2%
tpcds_q69/duckdb:vortex-file-compressed	23192850 / 23220863 / -0.1%	37461826 / 37648915 / -0.5%	0.62 / 0.62 / +0.4%
tpcds_q70/duckdb:vortex-file-compressed	16018340 / 16138208 / -0.7%	28233643 / 28294433 / -0.2%	0.57 / 0.57 / -0.5%
tpcds_q71/duckdb:vortex-file-compressed	12892940 / 13341285 / -3.4%	24486177 / 23994162 / +2.1%	0.53 / 0.56 / -5.3%
tpcds_q72/duckdb:vortex-file-compressed	52087760 / 52893589 / -1.5%	61496552 / 63503330 / -3.2%	0.85 / 0.83 / +1.7%
tpcds_q73/duckdb:vortex-file-compressed	12040394 / 12181900 / -1.2%	22087823 / 21286888 / +3.8%	0.55 / 0.57 / -4.7%
tpcds_q74/duckdb:vortex-file-compressed	26374406 / 26329594 / +0.2%	34971446 / 34975073 / -0.0%	0.75 / 0.75 / +0.2%
tpcds_q75/duckdb:vortex-file-compressed	27996458 / 28342254 / -1.2%	39291471 / 39132224 / +0.4%	0.71 / 0.72 / -1.6%
tpcds_q76/duckdb:vortex-file-compressed	12863134 / 12784935 / +0.6%	22580705 / 22759290 / -0.8%	0.57 / 0.56 / +1.4%
tpcds_q77/duckdb:vortex-file-compressed	21208379 / 21328644 / -0.6%	31033938 / 31747737 / -2.2%	0.68 / 0.67 / +1.7%
tpcds_q78/duckdb:vortex-file-compressed	43577702 / 42963208 / +1.4%	54787561 / 55514853 / -1.3%	0.80 / 0.77 / +2.8%
tpcds_q79/duckdb:vortex-file-compressed	13329132 / 13341900 / -0.1%	22865871 / 22317232 / +2.5%	0.58 / 0.60 / -2.5%
tpcds_q80/duckdb:vortex-file-compressed	36475362 / 36926452 / -1.2%	52863240 / 48419192 / +9.2%	0.69 / 0.76 / -9.5%
tpcds_q81/duckdb:vortex-file-compressed	21550716 / 21454086 / +0.5%	29883857 / 30452229 / -1.9%	0.72 / 0.70 / +2.4%
tpcds_q82/duckdb:vortex-file-compressed	9899020 / 9468504 / +4.5%	25270691 / 24709088 / +2.3%	0.39 / 0.38 / +2.2%
tpcds_q83/duckdb:vortex-file-compressed	17534577 / 17947388 / -2.3%	25139611 / 25316109 / -0.7%	0.70 / 0.71 / -1.6%
tpcds_q84/duckdb:vortex-file-compressed	15629464 / 15498148 / +0.8%	23751208 / 22823473 / +4.1%	0.66 / 0.68 / -3.1%
tpcds_q85/duckdb:vortex-file-compressed	24492536 / 24853424 / -1.5%	36818620 / 36384886 / +1.2%	0.67 / 0.68 / -2.6%
tpcds_q86/duckdb:vortex-file-compressed	9884139 / 9772534 / +1.1%	17106656 / 16736407 / +2.2%	0.58 / 0.58 / -1.0%
tpcds_q87/duckdb:vortex-file-compressed	26043316 / 26296302 / -1.0%	33873161 / 33995501 / -0.4%	0.77 / 0.77 / -0.6%
tpcds_q88/duckdb:vortex-file-compressed	30455213 / 30973306 / -1.7%	38241056 / 38399316 / -0.4%	0.80 / 0.81 / -1.3%
tpcds_q89/duckdb:vortex-file-compressed	12007196 / 12119942 / -0.9%	21771786 / 21902376 / -0.6%	0.55 / 0.55 / -0.3%
tpcds_q90/duckdb:vortex-file-compressed	8233833 / 8320423 / -1.0%	15562405 / 15552459 / +0.1%	0.53 / 0.53 / -1.1%
tpcds_q91/duckdb:vortex-file-compressed	14750197 / 14610521 / +1.0%	23343762 / 22499161 / +3.8%	0.63 / 0.65 / -2.7%
tpcds_q92/duckdb:vortex-file-compressed	12237917 / 12244840 / -0.1%	20760818 / 20426885 / +1.6%	0.59 / 0.60 / -1.7%
tpcds_q93/duckdb:vortex-file-compressed	10342337 / 10610834 / -2.5%	23380993 / 23950237 / -2.4%	0.44 / 0.44 / -0.2%
tpcds_q94/duckdb:vortex-file-compressed	22123298 / 22116729 / +0.0%	31906716 / 32269425 / -1.1%	0.69 / 0.69 / +1.2%
tpcds_q95/duckdb:vortex-file-compressed	62860669 / 62703292 / +0.3%	72880650 / 72465605 / +0.6%	0.86 / 0.87 / -0.3%
tpcds_q96/duckdb:vortex-file-compressed	6894896 / 6839666 / +0.8%	15460086 / 15528231 / -0.4%	0.45 / 0.44 / +1.3%
tpcds_q97/duckdb:vortex-file-compressed	23388563 / 23356024 / +0.1%	32584676 / 33290772 / -2.1%	0.72 / 0.70 / +2.3%
tpcds_q98/duckdb:vortex-file-compressed	11435092 / 11391510 / +0.4%	20455435 / 20089063 / +1.8%	0.56 / 0.57 / -1.4%
tpcds_q99/duckdb:vortex-file-compressed	14580840 / 14776690 / -1.3%	23495191 / 22933383 / +2.4%	0.62 / 0.64 / -3.7%

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

name	hot ns (PR / base / %diff)	cold ns (PR / base / %diff)	hot/cold (PR / base / %diff)
tpcds_q01/duckdb:parquet	24202538 / 24166395 / +0.1%	31266440 / 30950498 / +1.0%	0.77 / 0.78 / -0.9%
tpcds_q02/duckdb:parquet	17868671 / 17948390 / -0.4%	23931783 / 24094892 / -0.7%	0.75 / 0.74 / +0.2%
tpcds_q03/duckdb:parquet	9918126 / 9819138 / +1.0%	15810924 / 15656544 / +1.0%	0.63 / 0.63 / +0.0%
tpcds_q04/duckdb:parquet	118074038 / 118778106 / -0.6%	126200707 / 126451578 / -0.2%	0.94 / 0.94 / -0.4%
tpcds_q05/duckdb:parquet	28468062 / 28561252 / -0.3%	32753981 / 33491958 / -2.2%	0.87 / 0.85 / +1.9%
tpcds_q06/duckdb:parquet	26559173 / 26630012 / -0.3%	35654366 / 35724957 / -0.2%	0.74 / 0.75 / -0.1%
tpcds_q07/duckdb:parquet	33491708 / 31777778 / +5.4%	39102455 / 38863845 / +0.6%	0.86 / 0.82 / +4.8%
tpcds_q08/duckdb:parquet	19742888 / 19870018 / -0.6%	26256223 / 25989580 / +1.0%	0.75 / 0.76 / -1.6%
tpcds_q09/duckdb:parquet	26592864 / 27065574 / -1.7%	29313003 / 29166814 / +0.5%	0.91 / 0.93 / -2.2%
tpcds_q10/duckdb:parquet	32997216 / 32958966 / +0.1%	40818164 / 40186622 / +1.6%	0.81 / 0.82 / -1.4%
tpcds_q11/duckdb:parquet	70094023 / 69767489 / +0.5%	75657961 / 75072285 / +0.8%	0.93 / 0.93 / -0.3%
tpcds_q12/duckdb:parquet	13914258 / 14073717 / -1.1%	19703697 / 19598080 / +0.5%	0.71 / 0.72 / -1.7%
tpcds_q13/duckdb:parquet	30677325 / 31848981 / -3.7%	40342612 / 39510844 / +2.1%	0.76 / 0.81 / -5.7%
tpcds_q14/duckdb:parquet	63786786 / 64401601 / -1.0%	69095072 / 68027300 / +1.6%	0.92 / 0.95 / -2.5%
tpcds_q15/duckdb:parquet	16627694 / 16664030 / -0.2%	22478027 / 22732900 / -1.1%	0.74 / 0.73 / +0.9%
tpcds_q16/duckdb:parquet	30448230 / 30239496 / +0.7%	37432226 / 37164209 / +0.7%	0.81 / 0.81 / -0.0%
tpcds_q17/duckdb:parquet	34548154 / 34591555 / -0.1%	40673890 / 40246271 / +1.1%	0.85 / 0.86 / -1.2%
tpcds_q18/duckdb:parquet	47234876 / 47416644 / -0.4%	55353445 / 54686260 / +1.2%	0.85 / 0.87 / -1.6%
tpcds_q19/duckdb:parquet	19585266 / 19668879 / -0.4%	26043955 / 25830796 / +0.8%	0.75 / 0.76 / -1.2%
tpcds_q20/duckdb:parquet	14899640 / 15205420 / -2.0%	19866092 / 19923702 / -0.3%	0.75 / 0.76 / -1.7%
tpcds_q21/duckdb:parquet	10532292 / 10466902 / +0.6%	16998019 / 16828913 / +1.0%	0.62 / 0.62 / -0.4%
tpcds_q22/duckdb:parquet	20569698 / 20883892 / -1.5%	26660257 / 26953842 / -1.1%	0.77 / 0.77 / -0.4%
tpcds_q23/duckdb:parquet	43980298 / 43983720 / -0.0%	47382386 / 50699178 / -6.5%	0.93 / 0.87 / +7.0%
tpcds_q24/duckdb:parquet	31981233 / 30724366 / +4.1%	36611290 / 37058646 / -1.2%	0.87 / 0.83 / +5.4%
tpcds_q25/duckdb:parquet	30442005 / 30593551 / -0.5%	37355402 / 37355603 / -0.0%	0.81 / 0.82 / -0.5%
tpcds_q26/duckdb:parquet	28821557 / 29138094 / -1.1%	35125345 / 35918756 / -2.2%	0.82 / 0.81 / +1.1%
tpcds_q27/duckdb:parquet	33347396 / 34525405 / -3.4%	42553104 / 42035300 / +1.2%	0.78 / 0.82 / -4.6%
tpcds_q28/duckdb:parquet	25926375 / 26635441 / -2.7%	34465294 / 31739692 / +8.6%	0.75 / 0.84 / -10.4%
tpcds_q29/duckdb:parquet	32321742 / 34128216 / -5.3%	39400483 / 39866401 / -1.2%	0.82 / 0.86 / -4.2%
tpcds_q30/duckdb:parquet	35937818 / 35670126 / +0.8%	43980233 / 44380675 / -0.9%	0.82 / 0.80 / +1.7%
tpcds_q31/duckdb:parquet	36041610 / 35770624 / +0.8%	43064180 / 42982739 / +0.2%	0.84 / 0.83 / +0.6%
tpcds_q32/duckdb:parquet	14216320 / 14278429 / -0.4%	20839536 / 20880151 / -0.2%	0.68 / 0.68 / -0.2%
tpcds_q33/duckdb:parquet	23116058 / 23853741 / -3.1%	30228431 / 29097383 / +3.9%	0.76 / 0.82 / -6.7%
tpcds_q34/duckdb:parquet	16945494 / 17900614 / -5.3%	24097722 / 24262950 / -0.7%	0.70 / 0.74 / -4.7%
tpcds_q35/duckdb:parquet	34956586 / 35035320 / -0.2%	44236670 / 44065455 / +0.4%	0.79 / 0.80 / -0.6%
tpcds_q36/duckdb:parquet	40533684 / 39521290 / +2.6%	48422733 / 47608166 / +1.7%	0.84 / 0.83 / +0.8%
tpcds_q37/duckdb:parquet	12799320 / 12960666 / -1.2%	19122835 / 19780860 / -3.3%	0.67 / 0.66 / +2.2%
tpcds_q38/duckdb:parquet	29766580 / 29757872 / +0.0%	34494757 / 34053634 / +1.3%	0.86 / 0.87 / -1.2%
tpcds_q39/duckdb:parquet	23244064 / 23260100 / -0.1%	29720351 / 30260770 / -1.8%	0.78 / 0.77 / +1.7%
tpcds_q40/duckdb:parquet	15932148 / 16060026 / -0.8%	21221444 / 21826958 / -2.8%	0.75 / 0.74 / +2.0%
tpcds_q41/duckdb:parquet	11996880 / 12097717 / -0.8%	17845718 / 18148561 / -1.7%	0.67 / 0.67 / +0.8%
tpcds_q42/duckdb:parquet	9595990 / 9496946 / +1.0%	15664128 / 15523273 / +0.9%	0.61 / 0.61 / +0.1%
tpcds_q43/duckdb:parquet	12103766 / 12017984 / +0.7%	18856344 / 17974339 / +4.9%	0.64 / 0.67 / -4.0%
tpcds_q44/duckdb:parquet	21389717 / 19865170 / +7.7%	27605007 / 30950783 / -10.8% 🟢	0.77 / 0.64 / +20.7%
tpcds_q45/duckdb:parquet	20935790 / 20919816 / +0.1%	28102313 / 27816943 / +1.0%	0.74 / 0.75 / -0.9%
tpcds_q46/duckdb:parquet	36106012 / 35471928 / +1.8%	43204982 / 43583261 / -0.9%	0.84 / 0.81 / +2.7%
tpcds_q47/duckdb:parquet	35622159 / 34540524 / +3.1%	41645427 / 41706154 / -0.1%	0.86 / 0.83 / +3.3%
tpcds_q48/duckdb:parquet	28628174 / 29671194 / -3.5%	37307829 / 36729808 / +1.6%	0.77 / 0.81 / -5.0%
tpcds_q49/duckdb:parquet	29692444 / 30055090 / -1.2%	36297330 / 36529648 / -0.6%	0.82 / 0.82 / -0.6%
tpcds_q50/duckdb:parquet	19341713 / 19537581 / -1.0%	25570605 / 25872482 / -1.2%	0.76 / 0.76 / +0.2%
tpcds_q51/duckdb:parquet	52174958 / 52763646 / -1.1%	61032790 / 60372394 / +1.1%	0.85 / 0.87 / -2.2%
tpcds_q52/duckdb:parquet	9663284 / 9664935 / -0.0%	15604620 / 15548269 / +0.4%	0.62 / 0.62 / -0.4%
tpcds_q53/duckdb:parquet	13667436 / 15071758 / -9.3%	21067663 / 20814046 / +1.2%	0.65 / 0.72 / -10.4%
tpcds_q54/duckdb:parquet	24842950 / 25421126 / -2.3%	32591486 / 32727673 / -0.4%	0.76 / 0.78 / -1.9%
tpcds_q55/duckdb:parquet	9455578 / 9529494 / -0.8%	15194737 / 15386110 / -1.2%	0.62 / 0.62 / +0.5%
tpcds_q56/duckdb:parquet	25037454 / 26195810 / -4.4%	30769813 / 30930720 / -0.5%	0.81 / 0.85 / -3.9%
tpcds_q57/duckdb:parquet	30421206 / 30782810 / -1.2%	36335796 / 36535070 / -0.5%	0.84 / 0.84 / -0.6%
tpcds_q58/duckdb:parquet	25327861 / 23999534 / +5.5%	29728252 / 29992760 / -0.9%	0.85 / 0.80 / +6.5%
tpcds_q59/duckdb:parquet	22814526 / 22774811 / +0.2%	28876795 / 28747111 / +0.5%	0.79 / 0.79 / -0.3%
tpcds_q60/duckdb:parquet	27452982 / 27979907 / -1.9%	32129728 / 32510262 / -1.2%	0.85 / 0.86 / -0.7%
tpcds_q61/duckdb:parquet	23309689 / 25149970 / -7.3%	28313135 / 29208238 / -3.1%	0.82 / 0.86 / -4.4%
tpcds_q62/duckdb:parquet	12743665 / 12893656 / -1.2%	18042707 / 17865448 / +1.0%	0.71 / 0.72 / -2.1%
tpcds_q63/duckdb:parquet	13410832 / 13285336 / +0.9%	19999659 / 19969223 / +0.2%	0.67 / 0.67 / +0.8%
tpcds_q64/duckdb:parquet	70660555 / 70627556 / +0.0%	80948635 / 80963385 / -0.0%	0.87 / 0.87 / +0.1%
tpcds_q65/duckdb:parquet	19758913 / 20271764 / -2.5%	25681873 / 26041583 / -1.4%	0.77 / 0.78 / -1.2%
tpcds_q66/duckdb:parquet	33151888 / 33189326 / -0.1%	38304854 / 38304536 / +0.0%	0.87 / 0.87 / -0.1%
tpcds_q67/duckdb:parquet	61334858 / 61291114 / +0.1%	68065130 / 68005407 / +0.1%	0.90 / 0.90 / -0.0%
tpcds_q68/duckdb:parquet	29411861 / 29286445 / +0.4%	36723033 / 36690715 / +0.1%	0.80 / 0.80 / +0.3%
tpcds_q69/duckdb:parquet	25769938 / 25874308 / -0.4%	34380597 / 34838266 / -1.3%	0.75 / 0.74 / +0.9%
tpcds_q70/duckdb:parquet	19209559 / 19523490 / -1.6%	27246097 / 27468416 / -0.8%	0.71 / 0.71 / -0.8%
tpcds_q71/duckdb:parquet	16858182 / 17942950 / -6.0%	24568198 / 23939701 / +2.6%	0.69 / 0.75 / -8.4%
tpcds_q72/duckdb:parquet	52974128 / 53193218 / -0.4%	59116559 / 60023282 / -1.5%	0.90 / 0.89 / +1.1%
tpcds_q73/duckdb:parquet	14624076 / 14655422 / -0.2%	21929850 / 21806181 / +0.6%	0.67 / 0.67 / -0.8%
tpcds_q74/duckdb:parquet	85035521 / 84673426 / +0.4%	92020636 / 91578661 / +0.5%	0.92 / 0.92 / -0.1%
tpcds_q75/duckdb:parquet	43515410 / 46356160 / -6.1%	50728549 / 50088200 / +1.3%	0.86 / 0.93 / -7.3%
tpcds_q76/duckdb:parquet	17610494 / 18052495 / -2.4%	23923734 / 23567153 / +1.5%	0.74 / 0.77 / -3.9%
tpcds_q77/duckdb:parquet	26873324 / 25448600 / +5.6%	30804183 / 31802322 / -3.1%	0.87 / 0.80 / +9.0%
tpcds_q78/duckdb:parquet	78885321 / 77731423 / +1.5%	86010929 / 84603262 / +1.7%	0.92 / 0.92 / -0.2%
tpcds_q79/duckdb:parquet	22400577 / 22578414 / -0.8%	28986600 / 28879526 / +0.4%	0.77 / 0.78 / -1.2%
tpcds_q80/duckdb:parquet	35646536 / 37650008 / -5.3%	44491969 / 44133155 / +0.8%	0.80 / 0.85 / -6.1%
tpcds_q81/duckdb:parquet	36356626 / 36302192 / +0.1%	45058194 / 44537661 / +1.2%	0.81 / 0.82 / -1.0%
tpcds_q82/duckdb:parquet	13506337 / 13496969 / +0.1%	20665480 / 20635670 / +0.1%	0.65 / 0.65 / -0.1%
tpcds_q83/duckdb:parquet	20242252 / 20296648 / -0.3%	25107669 / 24858847 / +1.0%	0.81 / 0.82 / -1.3%
tpcds_q84/duckdb:parquet	23150791 / 22923874 / +1.0%	28689470 / 28326641 / +1.3%	0.81 / 0.81 / -0.3%
tpcds_q85/duckdb:parquet	32374054 / 32713769 / -1.0%	39564385 / 39567847 / -0.0%	0.82 / 0.83 / -1.0%
tpcds_q86/duckdb:parquet	11905926 / 11911372 / -0.0%	17114381 / 16908425 / +1.2%	0.70 / 0.70 / -1.2%
tpcds_q87/duckdb:parquet	31423537 / 31480360 / -0.2%	35531402 / 34812024 / +2.1%	0.88 / 0.90 / -2.2%
tpcds_q88/duckdb:parquet	38210656 / 38842274 / -1.6%	43330700 / 42533903 / +1.9%	0.88 / 0.91 / -3.4%
tpcds_q89/duckdb:parquet	15423292 / 14116766 / +9.3%	21233946 / 21354202 / -0.6%	0.73 / 0.66 / +9.9%
tpcds_q90/duckdb:parquet	10073356 / 10233737 / -1.6%	15244104 / 15057207 / +1.2%	0.66 / 0.68 / -2.8%
tpcds_q91/duckdb:parquet	21084770 / 20938992 / +0.7%	29015024 / 28381851 / +2.2%	0.73 / 0.74 / -1.5%
tpcds_q92/duckdb:parquet	15530374 / 15794624 / -1.7%	22173991 / 22273449 / -0.4%	0.70 / 0.71 / -1.2%
tpcds_q93/duckdb:parquet	14159373 / 14186548 / -0.2%	20203014 / 20266586 / -0.3%	0.70 / 0.70 / +0.1%
tpcds_q94/duckdb:parquet	25463957 / 25482581 / -0.1%	32754947 / 32337690 / +1.3%	0.78 / 0.79 / -1.3%
tpcds_q95/duckdb:parquet	44101394 / 43956443 / +0.3%	49731884 / 49923445 / -0.4%	0.89 / 0.88 / +0.7%
tpcds_q96/duckdb:parquet	8222030 / 8361305 / -1.7%	14069646 / 13754836 / +2.3%	0.58 / 0.61 / -3.9%
tpcds_q97/duckdb:parquet	27611418 / 27518902 / +0.3%	34335818 / 34182876 / +0.4%	0.80 / 0.81 / -0.1%
tpcds_q98/duckdb:parquet	16489485 / 16629502 / -0.8%	23289626 / 22909024 / +1.7%	0.71 / 0.73 / -2.5%
tpcds_q99/duckdb:parquet	18757062 / 18973115 / -1.1%	24814932 / 24865521 / -0.2%	0.76 / 0.76 / -0.9%

github-actions · 2026-11-02T17:43:02Z

Benchmarks: Clickbench on NVME 📖

Commits: PR 2b9f46c3 vs base 921cb176
Verdict: No clear signal (low confidence)
Attributed Vortex impact: -0.1%
Engines: DataFusion No clear signal (+0.1%, low confidence) · DuckDB No clear signal (-0.3%, low confidence)
Vortex (geomean): hot 0.998x ➖ · cold 1.003x ➖
Parquet (geomean): hot 0.999x ➖ · cold 1.002x ➖
Shifts: Parquet (control) -0.1% · Median polish -0.2%

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 (0.999x ➖, 0↑ 0↓)

name	hot ns (PR / base / %diff)	cold ns (PR / base / %diff)	hot/cold (PR / base / %diff)
clickbench_q00/datafusion:vortex-file-compressed	1238298 / 1252489 / -1.1%	22529768 / 21929219 / +2.7%	0.05 / 0.06 / -3.8%
clickbench_q01/datafusion:vortex-file-compressed	5848567 / 5898510 / -0.8%	29961316 / 31821213 / -5.8%	0.20 / 0.19 / +5.3%
clickbench_q02/datafusion:vortex-file-compressed	11735024 / 11249998 / +4.3%	43746593 / `4517599` / -3.2%	0.27 / 0.25 / +7.7%
clickbench_q03/datafusion:vortex-file-compressed	12633232 / 12637412 / -0.0%	53984037 / 54488971 / -0.9%	0.23 / 0.23 / +0.9%
clickbench_q04/datafusion:vortex-file-compressed	58673308 / 57993578 / +1.2%	105052237 / 101160121 / +3.8%	0.56 / 0.57 / -2.6%
clickbench_q05/datafusion:vortex-file-compressed	76914858 / 77101579 / -0.2%	125050568 / 129776484 / -3.6%	0.62 / 0.59 / +3.5%
clickbench_q06/datafusion:vortex-file-compressed	1250592 / 1248230 / +0.2%	22814583 / 21858466 / +4.4%	0.05 / 0.06 / -4.0%
clickbench_q07/datafusion:vortex-file-compressed	9483702 / 9638496 / -1.6%	34124499 / 32875811 / +3.8%	0.28 / 0.29 / -5.2%
clickbench_q08/datafusion:vortex-file-compressed	79275290 / 80010576 / -0.9%	128069411 / 126779965 / +1.0%	0.62 / 0.63 / -1.9%
clickbench_q09/datafusion:vortex-file-compressed	172339206 / 171217194 / +0.7%	211231930 / 222067694 / -4.9%	0.82 / 0.77 / +5.8%
clickbench_q10/datafusion:vortex-file-compressed	22915976 / 23423854 / -2.2%	65986638 / 65174824 / +1.2%	0.35 / 0.36 / -3.4%
clickbench_q11/datafusion:vortex-file-compressed	25203917 / 25472880 / -1.1%	69351256 / 66382360 / +4.5%	0.36 / 0.38 / -5.3%
clickbench_q12/datafusion:vortex-file-compressed	72525556 / 72147036 / +0.5%	124866950 / 125150378 / -0.2%	0.58 / 0.58 / +0.8%
clickbench_q13/datafusion:vortex-file-compressed	119633798 / 116568291 / +2.6%	180293125 / 180412409 / -0.1%	0.66 / 0.65 / +2.7%
clickbench_q14/datafusion:vortex-file-compressed	76266544 / 75295554 / +1.3%	127272738 / 125756047 / +1.2%	0.60 / 0.60 / +0.1%
clickbench_q15/datafusion:vortex-file-compressed	64317182 / 62380684 / +3.1%	96352451 / 99040940 / -2.7%	0.67 / 0.63 / +6.0%
clickbench_q16/datafusion:vortex-file-compressed	154953846 / 156010845 / -0.7%	212784253 / 220333554 / -3.4%	0.73 / 0.71 / +2.8%
clickbench_q17/datafusion:vortex-file-compressed	151934466 / 153418202 / -1.0%	219493120 / 221809162 / -1.0%	0.69 / 0.69 / +0.1%
clickbench_q18/datafusion:vortex-file-compressed	296620394 / 296015206 / +0.2%	376102670 / 389384110 / -3.4%	0.79 / 0.76 / +3.7%
clickbench_q19/datafusion:vortex-file-compressed	8012642 / 8010146 / +0.0%	45607886 / 44036177 / +3.6%	0.18 / 0.18 / -3.4%
clickbench_q20/datafusion:vortex-file-compressed	68226650 / 70016964 / -2.6%	250764415 / 246047892 / +1.9%	0.27 / 0.28 / -4.4%
clickbench_q21/datafusion:vortex-file-compressed	77606946 / 81827353 / -5.2%	290425432 / 284475234 / +2.1%	0.27 / 0.29 / -7.1%
clickbench_q22/datafusion:vortex-file-compressed	92567538 / 91936268 / +0.7%	395781275 / 390202089 / +1.4%	0.23 / 0.24 / -0.7%
clickbench_q23/datafusion:vortex-file-compressed	190917132 / 194598814 / -1.9%	554060278 / 542402115 / +2.1%	0.34 / 0.36 / -4.0%
clickbench_q24/datafusion:vortex-file-compressed	15499090 / 15243938 / +1.7%	63859020 / 65249526 / -2.1%	0.24 / 0.23 / +3.9%
clickbench_q25/datafusion:vortex-file-compressed	19082286 / 19866908 / -3.9%	62927526 / 64211336 / -2.0%	0.30 / 0.31 / -2.0%
clickbench_q26/datafusion:vortex-file-compressed	16395668 / 16516324 / -0.7%	67447319 / 68502007 / -1.5%	0.24 / 0.24 / +0.8%
clickbench_q27/datafusion:vortex-file-compressed	101808308 / 101541094 / +0.3%	256720926 / 257653453 / -0.4%	0.40 / 0.39 / +0.6%
clickbench_q28/datafusion:vortex-file-compressed	556837212 / 561839546 / -0.9%	649569415 / 628119187 / +3.4%	0.86 / 0.89 / -4.2%
clickbench_q29/datafusion:vortex-file-compressed	24364692 / 23842164 / +2.2%	51806438 / 57417871 / -9.8%	0.47 / 0.42 / +13.3%
clickbench_q30/datafusion:vortex-file-compressed	59510640 / 55539915 / +7.1%	110370175 / 110192721 / +0.2%	0.54 / 0.50 / +7.0%
clickbench_q31/datafusion:vortex-file-compressed	66169202 / 67808736 / -2.4%	153140270 / 155138328 / -1.3%	0.43 / 0.44 / -1.1%
clickbench_q32/datafusion:vortex-file-compressed	284906454 / 285415426 / -0.2%	388308745 / 387291254 / +0.3%	0.73 / 0.74 / -0.4%
clickbench_q33/datafusion:vortex-file-compressed	320663898 / 322024222 / -0.4%	435213535 / 429959670 / +1.2%	0.74 / 0.75 / -1.6%
clickbench_q34/datafusion:vortex-file-compressed	322662681 / 325364484 / -0.8%	430065138 / 437920532 / -1.8%	0.75 / 0.74 / +1.0%
clickbench_q35/datafusion:vortex-file-compressed	56742202 / 57015089 / -0.5%	94506375 / 93502843 / +1.1%	0.60 / 0.61 / -1.5%
clickbench_q36/datafusion:vortex-file-compressed	37998439 / 38122336 / -0.3%	67556246 / 64126464 / +5.3%	0.56 / 0.59 / -5.4%
clickbench_q37/datafusion:vortex-file-compressed	21347144 / 21284606 / +0.3%	46298411 / 45045136 / +2.8%	0.46 / 0.47 / -2.4%
clickbench_q38/datafusion:vortex-file-compressed	12967142 / 13079961 / -0.9%	39846421 / 38653812 / +3.1%	0.33 / 0.34 / -3.8%
clickbench_q39/datafusion:vortex-file-compressed	79471893 / 79253632 / +0.3%	111275300 / 111529413 / -0.2%	0.71 / 0.71 / +0.5%
clickbench_q40/datafusion:vortex-file-compressed	10440678 / 10606349 / -1.6%	35452108 / 34865194 / +1.7%	0.29 / 0.30 / -3.2%
clickbench_q41/datafusion:vortex-file-compressed	10050316 / 10048976 / +0.0%	32664639 / 32653617 / +0.0%	0.31 / 0.31 / -0.0%
clickbench_q42/datafusion:vortex-file-compressed	10165756 / 10020202 / +1.5%	34517338 / 34610977 / -0.3%	0.29 / 0.29 / +1.7%

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

name	hot ns (PR / base / %diff)	cold ns (PR / base / %diff)	hot/cold (PR / base / %diff)
clickbench_q00/datafusion:parquet	1248663 / 1258160 / -0.8%	49801096 / 49604649 / +0.4%	0.03 / 0.03 / -1.1%
clickbench_q01/datafusion:parquet	15979878 / 15671742 / +2.0%	66909080 / 66984285 / -0.1%	0.24 / 0.23 / +2.1%
clickbench_q02/datafusion:parquet	19468388 / 19804862 / -1.7%	80481511 / 83846126 / -4.0%	0.24 / 0.24 / +2.4%
clickbench_q03/datafusion:parquet	17291599 / 17337528 / -0.3%	78583303 / 77572790 / +1.3%	0.22 / 0.22 / -1.5%
clickbench_q04/datafusion:parquet	63923266 / 62205988 / +2.8%	124352425 / 124978515 / -0.5%	0.51 / 0.50 / +3.3%
clickbench_q05/datafusion:parquet	88561706 / 88448828 / +0.1%	151998790 / 156203014 / -2.7%	0.58 / 0.57 / +2.9%
clickbench_q06/datafusion:parquet	1273806 / 1243356 / +2.4%	49567314 / 48778593 / +1.6%	0.03 / 0.03 / +0.8%
clickbench_q07/datafusion:parquet	16838178 / 16985913 / -0.9%	68288381 / 67203235 / +1.6%	0.25 / 0.25 / -2.4%
clickbench_q08/datafusion:parquet	84447450 / 84447124 / +0.0%	154711806 / 155368856 / -0.4%	0.55 / 0.54 / +0.4%
clickbench_q09/datafusion:parquet	188400788 / 186337831 / +1.1%	263954840 / 259448746 / +1.7%	0.71 / 0.72 / -0.6%
clickbench_q10/datafusion:parquet	36214016 / 35608194 / +1.7%	98703200 / 98826370 / -0.1%	0.37 / 0.36 / +1.8%
clickbench_q11/datafusion:parquet	43229660 / 42958961 / +0.6%	106984912 / 107330518 / -0.3%	0.40 / 0.40 / +1.0%
clickbench_q12/datafusion:parquet	96151513 / 96056663 / +0.1%	158537155 / 159414677 / -0.6%	0.61 / 0.60 / +0.7%
clickbench_q13/datafusion:parquet	149079248 / 147586431 / +1.0%	224183274 / 221840962 / +1.1%	0.66 / 0.67 / -0.0%
clickbench_q14/datafusion:parquet	102009042 / 101962376 / +0.0%	171332483 / 168486743 / +1.7%	0.60 / 0.61 / -1.6%
clickbench_q15/datafusion:parquet	70829456 / 71651358 / -1.1%	130373506 / 133943115 / -2.7%	0.54 / 0.53 / +1.6%
clickbench_q16/datafusion:parquet	154354242 / 157445644 / -2.0%	232329045 / 234284077 / -0.8%	0.66 / 0.67 / -1.1%
clickbench_q17/datafusion:parquet	155528902 / 157747765 / -1.4%	234108531 / 236177759 / -0.9%	0.66 / 0.67 / -0.5%
clickbench_q18/datafusion:parquet	311836312 / 314013333 / -0.7%	418280018 / 421156133 / -0.7%	0.75 / 0.75 / -0.0%
clickbench_q19/datafusion:parquet	19213776 / 19689924 / -2.4%	73880636 / 76851899 / -3.9%	0.26 / 0.26 / +1.5%
clickbench_q20/datafusion:parquet	177597520 / 179127896 / -0.9%	274264905 / 272269164 / +0.7%	0.65 / 0.66 / -1.6%
clickbench_q21/datafusion:parquet	172808422 / 174111522 / -0.7%	291638000 / 292384496 / -0.3%	0.59 / 0.60 / -0.5%
clickbench_q22/datafusion:parquet	258880515 / 261423586 / -1.0%	412975067 / 412826204 / +0.0%	0.63 / 0.63 / -1.0%
clickbench_q23/datafusion:parquet	1009568758 / 1010144260 / -0.1%	1202959552 / 1184261204 / +1.6%	0.84 / 0.85 / -1.6%
clickbench_q24/datafusion:parquet	29719536 / 29914409 / -0.7%	87008994 / 85961763 / +1.2%	0.34 / 0.35 / -1.8%
clickbench_q25/datafusion:parquet	36686165 / 36804626 / -0.3%	99415978 / 100184635 / -0.8%	0.37 / 0.37 / +0.4%
clickbench_q26/datafusion:parquet	30177548 / 30517352 / -1.1%	87945386 / 87545237 / +0.5%	0.34 / 0.35 / -1.6%
clickbench_q27/datafusion:parquet	191251298 / 193941364 / -1.4%	281408843 / 279841655 / +0.6%	0.68 / 0.69 / -1.9%
clickbench_q28/datafusion:parquet	616103396 / 617751312 / -0.3%	697820056 / 701175510 / -0.5%	0.88 / 0.88 / +0.2%
clickbench_q29/datafusion:parquet	29725644 / 29545438 / +0.6%	92287883 / 90010723 / +2.5%	0.32 / 0.33 / -1.9%
clickbench_q30/datafusion:parquet	90812786 / 91283110 / -0.5%	166585177 / 168386646 / -1.1%	0.55 / 0.54 / +0.6%
clickbench_q31/datafusion:parquet	103011437 / 103049080 / -0.0%	188763614 / 189093943 / -0.2%	0.55 / 0.54 / +0.1%
clickbench_q32/datafusion:parquet	305742539 / 309811744 / -1.3%	423117625 / 429729795 / -1.5%	0.72 / 0.72 / +0.2%
clickbench_q33/datafusion:parquet	377151840 / 376187255 / +0.3%	468548333 / 472546864 / -0.8%	0.80 / 0.80 / +1.1%
clickbench_q34/datafusion:parquet	377748446 / 378333310 / -0.2%	472029055 / 473632520 / -0.3%	0.80 / 0.80 / +0.2%
clickbench_q35/datafusion:parquet	65124866 / 64368088 / +1.2%	125295741 / 125379873 / -0.1%	0.52 / 0.51 / +1.2%
clickbench_q36/datafusion:parquet	73563816 / 74174539 / -0.8%	135182548 / 134871773 / +0.2%	0.54 / 0.55 / -1.1%
clickbench_q37/datafusion:parquet	35605606 / 35829140 / -0.6%	92176045 / 90330992 / +2.0%	0.39 / 0.40 / -2.6%
clickbench_q38/datafusion:parquet	48017468 / 47699286 / +0.7%	107824089 / 106065456 / +1.7%	0.45 / 0.45 / -1.0%
clickbench_q39/datafusion:parquet	143399902 / 144394620 / -0.7%	208311037 / 207279490 / +0.5%	0.69 / 0.70 / -1.2%
clickbench_q40/datafusion:parquet	19815073 / 20066918 / -1.3%	76940595 / 75625532 / +1.7%	0.26 / 0.27 / -2.9%
clickbench_q41/datafusion:parquet	18846846 / 18799590 / +0.3%	75888097 / 75378275 / +0.7%	0.25 / 0.25 / -0.4%
clickbench_q42/datafusion:parquet	19046748 / 18885068 / +0.9%	75482866 / 74326183 / +1.6%	0.25 / 0.25 / -0.7%

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

name	hot ns (PR / base / %diff)	cold ns (PR / base / %diff)	hot/cold (PR / base / %diff)
clickbench_q00/duckdb:vortex-file-compressed	2235344 / 2169900 / +3.0%	25529387 / 24380581 / +4.7%	0.09 / 0.09 / -1.6%
clickbench_q01/duckdb:vortex-file-compressed	7873392 / 7708943 / +2.1%	32090663 / 29095079 / +10.3% 🔴	0.25 / 0.26 / -7.4%
clickbench_q02/duckdb:vortex-file-compressed	9017784 / 9036524 / -0.2%	34062356 / 33214555 / +2.6%	0.26 / 0.27 / -2.7%
clickbench_q03/duckdb:vortex-file-compressed	13974695 / 13831420 / +1.0%	48111871 / 46098369 / +4.4%	0.29 / 0.30 / -3.2%
clickbench_q04/duckdb:vortex-file-compressed	56344652 / 56423468 / -0.1%	86119864 / 90051268 / -4.4%	0.65 / 0.63 / +4.4%
clickbench_q05/duckdb:vortex-file-compressed	64137520 / 64185458 / -0.1%	95579953 / 92100080 / +3.8%	0.67 / 0.70 / -3.7%
clickbench_q06/duckdb:vortex-file-compressed	2591654 / 2647338 / -2.1%	33124706 / 31667078 / +4.6%	0.08 / 0.08 / -6.4%
clickbench_q07/duckdb:vortex-file-compressed	9647214 / 9748638 / -1.0%	32580049 / 30726301 / +6.0%	0.30 / 0.32 / -6.7%
clickbench_q08/duckdb:vortex-file-compressed	69500118 / 69128513 / +0.5%	102264094 / 102906014 / -0.6%	0.68 / 0.67 / +1.2%
clickbench_q09/duckdb:vortex-file-compressed	92413082 / 93752264 / -1.4%	125799583 / 127775228 / -1.5%	0.73 / 0.73 / +0.1%
clickbench_q10/duckdb:vortex-file-compressed	27865290 / 27885302 / -0.1%	67359277 / 63740898 / +5.7%	0.41 / 0.44 / -5.4%
clickbench_q11/duckdb:vortex-file-compressed	30568168 / 30635618 / -0.2%	67210335 / 68396592 / -1.7%	0.45 / 0.45 / +1.5%
clickbench_q12/duckdb:vortex-file-compressed	70115014 / 70442638 / -0.5%	97691549 / 97135379 / +0.6%	0.72 / 0.73 / -1.0%
clickbench_q13/duckdb:vortex-file-compressed	127610515 / 125416938 / +1.7%	164771469 / 162340531 / +1.5%	0.77 / 0.77 / +0.2%
clickbench_q14/duckdb:vortex-file-compressed	73756230 / 74622610 / -1.2%	102803212 / 102729619 / +0.1%	0.72 / 0.73 / -1.2%
clickbench_q15/duckdb:vortex-file-compressed	77004198 / 76472274 / +0.7%	108170725 / 108256291 / -0.1%	0.71 / 0.71 / +0.8%
clickbench_q16/duckdb:vortex-file-compressed	136832305 / 136535857 / +0.2%	169159623 / 168854166 / +0.2%	0.81 / 0.81 / +0.0%
clickbench_q17/duckdb:vortex-file-compressed	137686810 / 141292521 / -2.6%	170888389 / 168991754 / +1.1%	0.81 / 0.84 / -3.6%
clickbench_q18/duckdb:vortex-file-compressed	256793748 / 259898024 / -1.2%	301073619 / 305558308 / -1.5%	0.85 / 0.85 / +0.3%
clickbench_q19/duckdb:vortex-file-compressed	9615284 / 9529526 / +0.9%	35154956 / 37705551 / -6.8%	0.27 / 0.25 / +8.2%
clickbench_q20/duckdb:vortex-file-compressed	66559080 / 67638104 / -1.6%	162490518 / 157824063 / +3.0%	0.41 / 0.43 / -4.4%
clickbench_q21/duckdb:vortex-file-compressed	85127412 / 85652690 / -0.6%	187730154 / 186804767 / +0.5%	0.45 / 0.46 / -1.1%
clickbench_q22/duckdb:vortex-file-compressed	173710736 / 173783088 / -0.0%	332666665 / 329982891 / +0.8%	0.52 / 0.53 / -0.8%
clickbench_q23/duckdb:vortex-file-compressed	41814224 / 41533938 / +0.7%	87331970 / 83343333 / +4.8%	0.48 / 0.50 / -3.9%
clickbench_q24/duckdb:vortex-file-compressed	14292994 / 13883138 / +3.0%	37023390 / 39023079 / -5.1%	0.39 / 0.36 / +8.5%
clickbench_q25/duckdb:vortex-file-compressed	19744721 / 19650866 / +0.5%	52400132 / 51725861 / +1.3%	0.38 / 0.38 / -0.8%
clickbench_q26/duckdb:vortex-file-compressed	11699715 / 11646821 / +0.5%	37759217 / 36652123 / +3.0%	0.31 / 0.32 / -2.5%
clickbench_q27/duckdb:vortex-file-compressed	52370922 / 53856702 / -2.8%	163874927 / 164811525 / -0.6%	0.32 / 0.33 / -2.2%
clickbench_q28/duckdb:vortex-file-compressed	509448866 / 510538191 / -0.2%	552726219 / 547264516 / +1.0%	0.92 / 0.93 / -1.2%
clickbench_q29/duckdb:vortex-file-compressed	16905470 / 17166712 / -1.5%	38519712 / 41985294 / -8.3%	0.44 / 0.41 / +7.3%
clickbench_q30/duckdb:vortex-file-compressed	59756576 / 60779658 / -1.7%	100919415 / 100680189 / +0.2%	0.59 / 0.60 / -1.9%
clickbench_q31/duckdb:vortex-file-compressed	110673078 / 111517067 / -0.8%	186161870 / 186127814 / +0.0%	0.59 / 0.60 / -0.8%
clickbench_q32/duckdb:vortex-file-compressed	359299900 / 373686970 / -3.9%	395672815 / 399341716 / -0.9%	0.91 / 0.94 / -3.0%
clickbench_q33/duckdb:vortex-file-compressed	346298253 / 341589575 / +1.4%	401159406 / 394683187 / +1.6%	0.86 / 0.87 / -0.3%
clickbench_q34/duckdb:vortex-file-compressed	355775340 / 356130680 / -0.1%	405475500 / 411736421 / -1.5%	0.88 / 0.86 / +1.4%
clickbench_q35/duckdb:vortex-file-compressed	57131640 / 56645271 / +0.9%	87994407 / 87251307 / +0.9%	0.65 / 0.65 / +0.0%
clickbench_q36/duckdb:vortex-file-compressed	11364996 / 11593662 / -2.0%	31372221 / 32442746 / -3.3%	0.36 / 0.36 / +1.4%
clickbench_q37/duckdb:vortex-file-compressed	8285992 / 8227966 / +0.7%	28915196 / 27065342 / +6.8%	0.29 / 0.30 / -5.7%
clickbench_q38/duckdb:vortex-file-compressed	9041836 / 9002024 / +0.4%	28422816 / 27010262 / +5.2%	0.32 / 0.33 / -4.5%
clickbench_q39/duckdb:vortex-file-compressed	18747728 / 18991270 / -1.3%	38112716 / 39427387 / -3.3%	0.49 / 0.48 / +2.1%
clickbench_q40/duckdb:vortex-file-compressed	7437996 / 7523736 / -1.1%	28106989 / 28283557 / -0.6%	0.26 / 0.27 / -0.5%
clickbench_q41/duckdb:vortex-file-compressed	8401546 / 8412402 / -0.1%	29214947 / 29773162 / -1.9%	0.29 / 0.28 / +1.8%
clickbench_q42/duckdb:vortex-file-compressed	7423575 / 7414730 / +0.1%	26522743 / 28303661 / -6.3%	0.28 / 0.26 / +6.8%

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

name	hot ns (PR / base / %diff)	cold ns (PR / base / %diff)	hot/cold (PR / base / %diff)
clickbench_q00/duckdb:parquet	9110528 / 9702872 / -6.1%	14263152 / 14413509 / -1.0%	0.64 / 0.67 / -5.1%
clickbench_q01/duckdb:parquet	15017201 / 14739070 / +1.9%	20220768 / 21428281 / -5.6%	0.74 / 0.69 / +8.0%
clickbench_q02/duckdb:parquet	22083898 / 22342168 / -1.2%	31655055 / 31111179 / +1.7%	0.70 / 0.72 / -2.9%
clickbench_q03/duckdb:parquet	22526462 / 23429328 / -3.9%	38681360 / 33665979 / +14.9% 🔴	0.58 / 0.70 / -16.3%
clickbench_q04/duckdb:parquet	60558545 / 61675776 / -1.8%	74621115 / 72922597 / +2.3%	0.81 / 0.85 / -4.0%
clickbench_q05/duckdb:parquet	82756834 / 82846508 / -0.1%	97599723 / 94558265 / +3.2%	0.85 / 0.88 / -3.2%
clickbench_q06/duckdb:parquet	20709496 / 20389054 / +1.6%	30671156 / 28682640 / +6.9%	0.68 / 0.71 / -5.0%
clickbench_q07/duckdb:parquet	17194293 / 17644284 / -2.6%	28111739 / 25489641 / +10.3% 🔴	0.61 / 0.69 / -11.6%
clickbench_q08/duckdb:parquet	75790254 / 75037299 / +1.0%	86091035 / 86422515 / -0.4%	0.88 / 0.87 / +1.4%
clickbench_q09/duckdb:parquet	101880824 / 103160227 / -1.2%	119422241 / 119918818 / -0.4%	0.85 / 0.86 / -0.8%
clickbench_q10/duckdb:parquet	41624202 / 40748195 / +2.1%	53879307 / 53261247 / +1.2%	0.77 / 0.77 / +1.0%
clickbench_q11/duckdb:parquet	46289569 / 46833563 / -1.2%	62559310 / 62161102 / +0.6%	0.74 / 0.75 / -1.8%
clickbench_q12/duckdb:parquet	92372547 / 92725176 / -0.4%	110181543 / 105274005 / +4.7%	0.84 / 0.88 / -4.8%
clickbench_q13/duckdb:parquet	149130036 / 150996080 / -1.2%	166058039 / 166878531 / -0.5%	0.90 / 0.90 / -0.7%
clickbench_q14/duckdb:parquet	101280882 / 99561870 / +1.7%	116880399 / 119447718 / -2.1%	0.87 / 0.83 / +4.0%
clickbench_q15/duckdb:parquet	86631346 / 85999972 / +0.7%	101258140 / 104565683 / -3.2%	0.86 / 0.82 / +4.0%
clickbench_q16/duckdb:parquet	162522094 / 162680990 / -0.1%	180102875 / 179392489 / +0.4%	0.90 / 0.91 / -0.5%
clickbench_q17/duckdb:parquet	168899875 / 164131128 / +2.9%	178599788 / 179615166 / -0.6%	0.95 / 0.91 / +3.5%
clickbench_q18/duckdb:parquet	287482591 / 294613800 / -2.4%	333986656 / 316323986 / +5.6%	0.86 / 0.93 / -7.6%
clickbench_q19/duckdb:parquet	19918558 / 19988732 / -0.4%	26778325 / 26117644 / +2.5%	0.74 / 0.77 / -2.8%
clickbench_q20/duckdb:parquet	182580684 / 179557358 / +1.7%	233054494 / 226844429 / +2.7%	0.78 / 0.79 / -1.0%
clickbench_q21/duckdb:parquet	216610312 / 215908779 / +0.3%	269567055 / 263040737 / +2.5%	0.80 / 0.82 / -2.1%
clickbench_q22/duckdb:parquet	312606512 / 301700830 / +3.6%	357158002 / 357088060 / +0.0%	0.88 / 0.84 / +3.6%
clickbench_q23/duckdb:parquet	177666287 / 173419074 / +2.4%	232838455 / 249806149 / -6.8%	0.76 / 0.69 / +9.9%
clickbench_q24/duckdb:parquet	29818774 / 29972929 / -0.5%	42336280 / 42164046 / +0.4%	0.70 / 0.71 / -0.9%
clickbench_q25/duckdb:parquet	42030082 / 41225456 / +2.0%	62412945 / 59276416 / +5.3%	0.67 / 0.70 / -3.2%
clickbench_q26/duckdb:parquet	30896054 / 31318038 / -1.3%	46075844 / 43341767 / +6.3%	0.67 / 0.72 / -7.2%
clickbench_q27/duckdb:parquet	200208556 / 187496105 / +6.8%	224518295 / 231552470 / -3.0%	0.89 / 0.81 / +10.1%
clickbench_q28/duckdb:parquet	971373918 / 972488307 / -0.1%	937373056 / 976161559 / -4.0%	1.04 / 1.00 / +4.0%
clickbench_q29/duckdb:parquet	24114142 / 24171834 / -0.2%	30404285 / 30826656 / -1.4%	0.79 / 0.78 / +1.1%
clickbench_q30/duckdb:parquet	106103199 / 105652054 / +0.4%	127855035 / 124171477 / +3.0%	0.83 / 0.85 / -2.5%
clickbench_q31/duckdb:parquet	146249896 / 157527920 / -7.2%	172516569 / 175478577 / -1.7%	0.85 / 0.90 / -5.6%
clickbench_q32/duckdb:parquet	398288153 / 377261642 / +5.6%	407235124 / 411203142 / -1.0%	0.98 / 0.92 / +6.6%
clickbench_q33/duckdb:parquet	478766660 / 474061458 / +1.0%	448500359 / 448431743 / +0.0%	1.07 / 1.06 / +1.0%
clickbench_q34/duckdb:parquet	462827929 / 466334734 / -0.8%	461344032 / 450764758 / +2.3%	1.00 / 1.03 / -3.0%
clickbench_q35/duckdb:parquet	61530382 / 61198678 / +0.5%	75252973 / 74303510 / +1.3%	0.82 / 0.82 / -0.7%
clickbench_q36/duckdb:parquet	30131258 / 29994470 / +0.5%	35351198 / 35622510 / -0.8%	0.85 / 0.84 / +1.2%
clickbench_q37/duckdb:parquet	23210108 / 23429678 / -0.9%	29376766 / 30873091 / -4.8%	0.79 / 0.76 / +4.1%
clickbench_q38/duckdb:parquet	23421382 / 23828022 / -1.7%	29752132 / 29197433 / +1.9%	0.79 / 0.82 / -3.5%
clickbench_q39/duckdb:parquet	52191200 / 53326162 / -2.1%	59023494 / 60508417 / -2.5%	0.88 / 0.88 / +0.3%
clickbench_q40/duckdb:parquet	14806430 / 14861590 / -0.4%	20677978 / 20391235 / +1.4%	0.72 / 0.73 / -1.8%
clickbench_q41/duckdb:parquet	15391062 / 15229998 / +1.1%	19648454 / 20919848 / -6.1%	0.78 / 0.73 / +7.6%
clickbench_q42/duckdb:parquet	14370211 / 14043124 / +2.3%	20540068 / 23171161 / -11.4% 🟢	0.70 / 0.61 / +15.4%

Co-Authored-By: Claude Opus 5.5 <[email protected]> Signed-off-by: Joe Isaacs <[email protected]>

## Summary Stacked on #11310. Until that merges, this PR shows only the last commit. `Lower` and `Strpos` decode their inputs inside `execute`, in a nested executor. When the input is a slice or a mask over a run-end or chunked array, the function gets a canonical array and runs once per row, even when the encoding could have pushed it into its values. #11310 lets the executor retry parent-reduce rules once a child is rewritten, but only for functions that hand their inputs back to the executor through `execute_step`. This continues the `execute_step` migration from #11100 and #11154 for `Lower` and `Strpos`. ## Changes - `Lower::execute_step` and `Strpos::execute_step` request their inputs with `require_input!(args, i => AnyColumnar)`, as `Like` and `Between` do, then call `execute`. - Tests: `lower`'s `preserves_runs_and_dictionary` gets a sliced case, and `strpos` gets `preserves_runs_of_a_slice`. Both check that a function over a sliced run-end input stays run-end encoded. Both fail without this change, and both fail without #11310. Checks: - `cargo test -p vortex-array` passes. - `cargo clippy -p vortex-array --all-targets --all-features -- -D warnings` passes. - `cargo +nightly-2026-09-10 fmt -p vortex-array --check` passes. Benchmark numbers will follow. No existing benchmark covers scalar functions over sliced or masked encoded inputs. This change was written with help from an AI coding agent and I haven't reviewed it yet. --------- Signed-off-by: Robert Kruszewski <[email protected]> Signed-off-by: Alfonso Subiotto <[email protected]> Co-authored-by: Robert Kruszewski <[email protected]> Co-authored-by: Claude Opus 5.5 <[email protected]> Co-authored-by: Amp <[email protected]> Co-authored-by: Robert Kruszewski <[email protected]>

joseph-isaacs added the changelog/feature A new feature label Nov 2, 2026

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Signed-off-by: Joe Isaacs <[email protected]>

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joseph-isaacs added the action/bench-sql Run SQL benchmarks without Vortex Compact on this PR label Nov 2, 2026

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joseph-isaacs and others added 2 commits November 2, 2026 17:45

Fix rustfmt and redundant rustdoc link in scalar fn execution

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Co-Authored-By: Claude Opus 5.5 <[email protected]> Signed-off-by: Joe Isaacs <[email protected]>

Merge branch 'develop' into ji/laughing-knuth-rq5q8u

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This was referenced Nov 2, 2026

Group filter conjuncts by shared fields, and decode a shared column once per unit #11087

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Execute filter scalar fns' inputs iteratively with execute_step #11154

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asubiotto mentioned this pull request Nov 12, 2026

Execute lower and strpos inputs through execute_step #11407

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Add ScalarFnVTable::execute_step for iterative scalar fn execution - #11100

Add ScalarFnVTable::execute_step for iterative scalar fn execution#11100
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Merging this PR will degrade performance by 7.58%

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Polar Signals Profiling Results

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Benchmarks: TPC-H SF=1 on NVME 📖

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Benchmarks: TPC-H SF=10 on NVME 📖

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Benchmarks: PolarSignals Profiling 📖

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Benchmarks: FineWeb NVMe 📖

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Benchmarks: TPC-H SF=1 on S3 📖

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Benchmarks: TPC-DS SF=1 on NVME 📖

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Benchmarks: Clickbench on NVME 📖

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